{"id":"W3182780947","doi":"10.1097/acm.0000000000004225","title":"What Role Should Resistance Play in Training Health Professionals?","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Health Campus","funders":"","keywords":"Resistance (ecology); Agency (philosophy); Medical education; Professional development; Public relations; Psychology; Sociology; Medicine; Political science","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":[0.002198653,0.000163483,0.0005235627,0.0002707018,0.00009375825,0.000005530975,0.0001385096,0.0003023319,0.0008179184],"category_scores_gemma":[0.004062483,0.0001327244,0.00002609217,0.0013128,0.0001651727,0.0002400955,0.00004035527,0.001841576,0.00002629271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003192234,"about_ca_system_score_gemma":0.001288272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001602996,"about_ca_topic_score_gemma":0.00003090495,"domain_scores_codex":[0.9972903,0.0001440976,0.0008947326,0.0004113419,0.0008156121,0.0004439893],"domain_scores_gemma":[0.9988465,0.0002016822,0.0002059999,0.0003599466,0.0002068418,0.0001790419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001946019,0.000178487,0.01015045,0.0008504617,0.00006559121,0.0001853821,0.1512251,0.000004253925,0.009686941,0.0201457,0.6631904,0.1441226],"study_design_scores_gemma":[0.006150472,0.0002392848,0.03750417,0.02597664,0.00006650868,0.0003367883,0.2959563,0.0003708391,0.002010744,0.009628537,0.6213548,0.0004048939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3525113,0.0246128,0.0003257266,0.6138897,0.002784943,0.0005561849,0.000001330752,0.00008539913,0.005232629],"genre_scores_gemma":[0.8009604,0.004854195,0.002196587,0.1586275,0.002331504,0.000129345,0.000355098,0.00004921508,0.03049622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4552622,"threshold_uncertainty_score":0.8955633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09747603687377013,"score_gpt":0.4572157478280011,"score_spread":0.359739710954231,"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."}}