{"id":"W4224993506","doi":"10.1002/yd.20493","title":"Case Study #7: University of Toronto","year":2022,"lang":"en","type":"article","venue":"New Directions for Student Leadership","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Sociology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004712294,0.00005428824,0.00009734882,0.00003657167,0.002057629,0.00001718189,0.0002217814,0.00001996542,0.001370838],"category_scores_gemma":[0.00002378205,0.00007386407,0.00008561584,0.0001744796,0.00005528717,0.0001251465,0.0001141661,0.00005979294,0.000003191547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005282589,"about_ca_system_score_gemma":0.0002116313,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1699464,"about_ca_topic_score_gemma":0.3770038,"domain_scores_codex":[0.9991122,0.0001389533,0.00007303663,0.0001619147,0.0003436703,0.0001702412],"domain_scores_gemma":[0.9996132,0.00009360643,0.00004859137,0.0001010214,0.00005981095,0.00008379858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009157116,0.0009910768,0.2208979,0.000007875685,0.0001777289,0.0002310081,0.7309717,0.00002684811,0.000006266492,0.001889641,0.03593237,0.008776034],"study_design_scores_gemma":[0.0006078916,0.0001117573,0.008951682,7.832365e-7,0.00005577119,0.000007259936,0.8165773,9.307302e-7,0.000001356766,0.00001344793,0.173598,0.00007378196],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9513032,0.0003012786,0.0001925307,0.0009387937,0.001344362,0.001231566,0.00002652413,0.0001578234,0.04450387],"genre_scores_gemma":[0.9655664,0.00001020182,0.0001065284,0.00002796035,0.00006577676,0.000004714716,0.000002691559,0.000003807684,0.03421191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2119462,"threshold_uncertainty_score":0.9995421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.150973742147837,"score_gpt":0.3332400279589852,"score_spread":0.1822662858111481,"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."}}