{"id":"W4389356955","doi":"10.21428/f1f23564.4f7187dd","title":"From “Taking Orders” to Being a “Self-starter”: Research Assistants and Postdoctoral Fellows’ Skill Development in Large Collaborative Research Projects","year":2023,"lang":"en","type":"article","venue":"IDEAH","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Starter; Research development; Medical education; Psychology; Engineering; Engineering management; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00555533,0.0001636526,0.0002819309,0.001058148,0.002240138,0.00008399478,0.0002588459,0.0002096827,0.0002832513],"category_scores_gemma":[0.001933033,0.0001583731,0.00002005871,0.003623814,0.00006942601,0.0001942289,0.0005727414,0.001274029,0.001066806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008870185,"about_ca_system_score_gemma":0.002423403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004080919,"about_ca_topic_score_gemma":0.03263928,"domain_scores_codex":[0.9949514,0.001529162,0.0005458657,0.0006210412,0.000867349,0.001485147],"domain_scores_gemma":[0.996327,0.001763469,0.00008432981,0.0003290516,0.00115998,0.0003361615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001773705,0.0004887361,0.1526885,0.0002551614,0.00007727148,0.00009711062,0.757677,0.000004454504,0.0005717143,0.01452183,0.07036258,0.003078184],"study_design_scores_gemma":[0.001089679,0.0001366177,0.5026567,0.0008329019,0.000003844231,2.749565e-7,0.2495625,0.0001928016,0.00003895841,0.002613395,0.2425967,0.0002756653],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813633,0.0001592266,0.00001138741,0.009731698,0.0006082786,0.001729602,0.00007353027,0.0001451894,0.006177779],"genre_scores_gemma":[0.9929605,0.00008944362,0.002044178,0.0002607956,0.0003183362,0.0008917801,0.00007014711,0.00003950199,0.0033253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5081146,"threshold_uncertainty_score":0.999711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4686183343008721,"score_gpt":0.6353576691027975,"score_spread":0.1667393348019253,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}