{"id":"W3215112084","doi":"10.1111/tct.13420","title":"Disrupted, but not derailed: A year of scholarship in health professions education","year":2021,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scholarship; Creativity; Health care; Public relations; Theme (computing); Medical education; Political science; Sociology; Psychology; Pedagogy; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00235126,0.00006357113,0.0002605207,0.00002998889,0.00004111752,0.000004132868,0.00007972219,0.0001295129,0.0004897304],"category_scores_gemma":[0.007030667,0.00004066857,0.00009307059,0.0002088041,0.0001112292,0.00003540116,0.00003737028,0.000837138,0.00006044137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005221806,"about_ca_system_score_gemma":0.002263284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007329039,"about_ca_topic_score_gemma":0.00003820533,"domain_scores_codex":[0.99827,0.000614482,0.0005908647,0.0001750923,0.000198531,0.0001510155],"domain_scores_gemma":[0.9988121,0.0003956107,0.0001355507,0.0003710552,0.00009864791,0.0001870751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006564563,0.01525287,0.5740528,0.0006581605,0.0001103115,0.00001466491,0.03815842,6.15412e-7,0.000889775,0.005922039,0.01750675,0.3467772],"study_design_scores_gemma":[0.001251108,0.0001726806,0.9638866,0.0009223552,0.0000393437,0.00001335766,0.02293721,0.00001105715,0.0003413088,0.002410903,0.007945721,0.0000683121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9331104,0.0004903433,0.00001872632,0.06336105,0.0005035491,0.000272742,0.000001550445,0.0000163135,0.002225311],"genre_scores_gemma":[0.9816148,0.0002179195,0.0009457328,0.005749783,0.0003908636,0.00002695567,0.00002691056,0.00001052396,0.01101656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3898339,"threshold_uncertainty_score":0.8416873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1590276608459356,"score_gpt":0.5007879488290411,"score_spread":0.3417602879831054,"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."}}