# PHMCOL-M 739: Rigor, Reproducibility and Becoming an Effective Researcher | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/PHMCOL-M_739)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

2026-09-07T15:55:43.033547+00:00

### built at

2026-09-10T19:50:42.743001+00:00

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
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### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
| AFAERO    | 10    |
| AFRICAN   | 87    |
| AFROAMER  | 71    |
| AGROECOL  | 21    |
| AMERIND   | 53    |
| ANAT\&PHY | 7     |
| ANATOMY   | 2     |
| ANESTHES  | 8     |
| ANSCI     | 57    |
| ANTHRO    | 95    |
| ART       | 125   |
| ARTED     | 10    |
| ARTHIST   | 121   |
| ASIALANG  | 129   |
| ASIAN     | 109   |
| ASIANAM   | 28    |
| ASTRON    | 38    |
| ATMOCN    | 69    |
| BIOCHEM   | 51    |
| BIOCORE   | 10    |
| BIOLOGY   | 14    |
| BIOMDSCI  | 18    |
| BME       | 66    |
| BMI       | 41    |
| BMOLCHEM  | 10    |
| BOTANY    | 69    |
| BSE       | 44    |
| C\&ESOC   | 73    |
| CBE       | 48    |
| CHEM      | 101   |
| CHICLA    | 52    |
| CIVENGR   | 133   |
| CLASSICS  | 47    |
| CNP       | 10    |
| CNSRSCI   | 50    |
| COMARTS   | 137   |
| COMPBIO   | 15    |
| COMPLIT   | 11    |
| COMPSCI   | 138   |
| COUNPSY   | 78    |
| CRB       | 19    |
| CS\&D     | 71    |
| CSCS      | 40    |
| CURRIC    | 193   |
| DANCE     | 93    |
| DERM      | 8     |
| DS        | 88    |
| DYSCI     | 35    |
| ECE       | 155   |
| ECON      | 145   |
| EDPOL     | 114   |
| EDPSYCH   | 97    |
| ELPA      | 70    |
| EMA       | 53    |
| EMERMED   | 17    |
| ENGL      | 206   |
| ENTOM     | 40    |
| ENVIRST   | 148   |
| EP        | 15    |
| EPD       | 67    |
| ESL       | 16    |
| F\&WECOL  | 60    |
| FAMMED    | 22    |
| FINANCE   | 50    |
| FOLKLORE  | 40    |
| FOODSCI   | 43    |
| FRENCH    | 63    |
| GEN\&WS   | 145   |
| GENBUS    | 72    |
| GENECSLR  | 17    |
| GENETICS  | 60    |
| GEOG      | 113   |
| GEOSCI    | 83    |
| GERMAN    | 82    |
| GLE       | 48    |
| GNS       | 38    |
| GREEK     | 27    |
| HDFS      | 41    |
| HEBR-BIB  | 13    |
| HEBR-MOD  | 10    |
| HISTORY   | 233   |
| HISTSCI   | 56    |
| HONCOL    | 13    |
| ILS       | 43    |
| INFOSYS   | 9     |
| INTEGART  | 7     |
| INTEGSCI  | 22    |
| INTER-AG  | 18    |
| INTER-HE  | 11    |
| INTER-LS  | 22    |
| INTEREGR  | 16    |
| INTLBUS   | 21    |
| INTLST    | 50    |
| ISYE      | 83    |
| ITALIAN   | 53    |
| JEWISH    | 56    |
| JOURN     | 88    |
| KINES     | 128   |
| LACIS     | 26    |
| LANDARC   | 61    |
| LATIN     | 24    |
| LAW       | 120   |
| LEGALST   | 48    |
| LINGUIS   | 35    |
| LIS       | 89    |
| LITTRANS  | 78    |
| LSC       | 52    |
| M\&ENVTOX | 7     |
| MARKETNG  | 62    |
| MATH      | 153   |
| MDGENET   | 8     |
| ME        | 130   |
| MEDHIST   | 43    |
| MEDICINE  | 60    |
| MEDIEVAL  | 32    |
| MEDPHYS   | 39    |
| MEDSC-M   | 29    |
| MEDSC-V   | 41    |
| MHR       | 68    |
| MICROBIO  | 45    |
| MILSCI    | 16    |
| MM\&I     | 22    |
| MOLBIOL   | 6     |
| MS\&E     | 59    |
| MUSIC     | 165   |
| MUSPERF   | 126   |
| NAVSCI    | 20    |
| NE        | 44    |
| NEURODPT  | 11    |
| NEUROL    | 7     |
| NEURSURG  | 4     |
| NTP       | 11    |
| NURSING   | 111   |
| NUTRSCI   | 65    |
| OBS\&GYN  | 18    |
| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
| OPHTHALM  | 5     |
| OTM       | 43    |
| PATH      | 34    |
| PATH-BIO  | 29    |
| PEDIAT    | 26    |
| PHARMACY  | 31    |
| PHILOS    | 77    |
| PHMCOL-M  | 11    |
| PHMPRAC   | 45    |
| PHMSCI    | 60    |
| PHYASST   | 37    |
| PHYSICS   | 88    |
| PHYSIOL   | 3     |
| PHYTHER   | 37    |
| PLANTSCI  | 52    |
| PLPATH    | 35    |
| POLISCI   | 192   |
| POPHLTH   | 58    |
| PORTUG    | 33    |
| PSYCH     | 101   |
| PSYCHIAT  | 22    |
| PUBAFFR   | 54    |
| PUBLHLTH  | 23    |
| RADIOL    | 11    |
| REALEST   | 41    |
| RELIGST   | 90    |
| RHABMED   | 9     |
| RMI       | 24    |
| RP\&SE    | 102   |
| S\&APHM   | 17    |
| SCANDST   | 73    |
| SLAVIC    | 89    |
| SOC       | 149   |
| SOCWORK   | 87    |
| SOILSCI   | 46    |
| SPANISH   | 83    |
| SRMED     | 21    |
| STAT      | 94    |
| STDYABRD  | 52    |
| STS       | 8     |
| SURGERY   | 25    |
| SURGSCI   | 33    |
| THEATRE   | 91    |
| URBRPL    | 60    |
| UROLOGY   | 5     |
| ZOOLOGY   | 89    |

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

2026-09-07 15:55:43.033547+00:00

### record version id

dc090f849a56da83e54686834dd37bd540cc935d304d3612604d6c4bddd16ea3

### course id

PHMCOL-M 739

### course uid

course\_d3d6d145376f49c1c3aefccc

### catalog version id

54af9793525bd4d2869b2f18ca1246f89683acefb798d1a51cbea19b6a257bd4

### course number

739

### subjects

* PHMCOL-M

### title

RIGOR, REPRODUCIBILITY AND BECOMING AN EFFECTIVE RESEARCHER

### description

Focuses on two of the cornerstones of science advancement, which are rigor in designing and performing scientific research and the ability to reproduce biomedical research findings. Emphasizes the application of rigor that ensures robust and unbiased experimental design, methodology, analysis, interpretation, and reporting of results. Highlights topics of particular importance to first year graduate students, including the development of effective presentation skills, communication in a professional setting, and a strong mentor-mentee relationship.

### requirements text

Graduate/professional standing

### credits min

1

### credits max

1

### credit offering ids

* 1272:724:025401

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

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### llm model

nvidia/Qwen3.6-35B-A3B-NVFP4

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

PHMCOL-M 739 teaches rigor in scientific research design, reproducibility of biomedical findings, and professional communication skills for first-year graduate students.

### llm topics

* Experimental design and methodology
* Research reproducibility
* Professional communication
* Mentorship dynamics

### llm skills

* Experimental design and analysis rigor
* Research reproducibility
* Professional communication and presentation
* Mentorship relationship building

### llm assumed background

* First-year graduate standing

### llm search phrases

* biomedical research rigor
* reproducible research methods
* graduate student mentorship
* scientific presentation skills

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

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#### course id

PHMCOL-M 739

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_826a12939d260438284fa1d7",
    "message": "No course-specific reviews available",
    "name": "Aaron Lebeau",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_141d5e8e1d8fbfb941a902a6",
    "message": "No course-specific reviews available",
    "name": "Fran Alvarado Guillen",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_31df450ec7f67e2b0b4281eb",
    "message": "No course-specific reviews available",
    "name": "Nathan Sherer",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Fall 2023: 3.93 GPA, 100.0% A/AB (n=7 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=10 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=9 letter grades).

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#### student experience

None recorded.

#### task hash

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#### teaching history

None recorded.

#### term id

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#### term name

2026 Fall

#### version

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### requirements

#### nodes

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```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name                  | email                       | first\_observed\_at              | last\_observed\_at               | instructor\_url                      |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | --------------------- | --------------------------- | -------------------------------- | -------------------------------- | ------------------------------------ |
| instructor\_826a12939d260438284fa1d7 | enrollment | alebeau2               | netid           | source\_identified | Aaron Lebeau          | AARON.LEBEAU\@WISC.EDU      | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/AARON\_LEBEAU           |
| instructor\_141d5e8e1d8fbfb941a902a6 | enrollment | alvaradoguil           | netid           | source\_identified | Fran Alvarado Guillen | FALVARAD\@MEDICINE.WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/FRAN\_ALVARADO\_GUILLEN |
| instructor\_31df450ec7f67e2b0b4281eb | enrollment | nsherer                | netid           | source\_identified | Nathan Sherer         | NSHERER\@WISC.EDU           | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/NATHAN\_SHERER          |

### offerings

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    "typically_offered": "Not Applicable"
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```

### sections

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### grade instructors

```json
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    "identity_status": "source_identified",
    "name": "Fran Alvarado Guillen",
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    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "email": "NSHERER@WISC.EDU",
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```

### grades

```json
[
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    "ab": 0,
    "b": 0,
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMCOL-M 739",
    "course_uid": "course_d3d6d145376f49c1c3aefccc",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Anjon Audhya"
    ],
    "a": 10,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "PHMCOL-M 739"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMCOL-M 739",
    "course_uid": "course_d3d6d145376f49c1c3aefccc",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Anjon Audhya"
    ],
    "a": 9,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 9,
    "source_aliases": [
      "PHMCOL-M 739"
    ]
  }
]
```

### statistics

#### gpa

3.982

#### graded

56

#### counts

* 54
* 2
* 0
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_d3d6d145376f49c1c3aefccc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_d3d6d145376f49c1c3aefccc-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_d3d6d145376f49c1c3aefccc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_d3d6d145376f49c1c3aefccc-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_d3d6d145376f49c1c3aefccc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_d3d6d145376f49c1c3aefccc-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_d3d6d145376f49c1c3aefccc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_d3d6d145376f49c1c3aefccc-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.982142857142857

#### count

56

#### university

##### size

3220

##### gpa Percentile

90

##### count Percentile

19

##### median Count

131

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 7     | false   |
| 2.8–3.2 | 192   | false   |
| 3.2–3.6 | 812   | false   |
| 3.6–4.0 | 2209  | true    |

#### departments

| subject  | comparison |
| -------- | ---------- |
| PHMCOL-M |            |

### terms

#### 1202

##### term

1202

##### gpa

4

##### count

7

##### departments

| subject  | comparison |
| -------- | ---------- |
| PHMCOL-M |            |

#### 1212

##### term

1212

##### gpa

4

##### count

8

##### departments

| subject  | comparison |
| -------- | ---------- |
| PHMCOL-M |            |

#### 1222

##### term

1222

##### gpa

3.9375

##### count

8

##### departments

| subject  | comparison |
| -------- | ---------- |
| PHMCOL-M |            |

#### 1232

##### term

1232

##### gpa

4

##### count

7

##### departments

| subject  | comparison |
| -------- | ---------- |
| PHMCOL-M |            |

#### 1242

##### term

1242

##### gpa

3.9285714285714284

##### count

7

##### departments

| subject  | comparison |
| -------- | ---------- |
| PHMCOL-M |            |

#### 1252

##### term

1252

##### gpa

4

##### count

10

##### departments

| subject  | comparison |
| -------- | ---------- |
| PHMCOL-M |            |

#### 1262

##### term

1262

##### gpa

4

##### count

9

##### departments

| subject  | comparison |
| -------- | ---------- |
| PHMCOL-M |            |

### benchmarks

#### all

##### school

###### size

3220

###### gpa

3.6887830382500986

###### top Share

83.75346055650121

###### count

131

#### terms

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

## instructor Trends

```json
[
  {
    "uid": "instructor_abdfe895242bd3522a54313f",
    "name": "ANJON AUDHYA",
    "count": 56,
    "terms": [
      {
        "term": "1202",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1212",
        "count": 8,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1222",
        "count": 8,
        "sections": 1,
        "gpa": 3.9375
      },
      {
        "term": "1232",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1242",
        "count": 7,
        "sections": 1,
        "gpa": 3.9285714285714284
      },
      {
        "term": "1252",
        "count": 10,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1262",
        "count": 9,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
