{"id":"W3203749779","doi":"10.1097/acm.0000000000004443","title":"How Trainees Become Multimodal Changemakers","year":2021,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Grassroots; Modalities; Public relations; General partnership; Autonomy; Politics; Health care; Timeline; Psychology; Medical education; Political science; Medicine; Sociology; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007556333,0.0005074939,0.000394005,0.0005903856,0.006297491,0.006052248,0.002938561,0.009507246,0.0146685],"category_scores_gemma":[0.05179221,0.0005186368,0.0006966999,0.0004396956,0.003819025,0.006964603,0.004214425,0.01789104,0.004384894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002621266,"about_ca_system_score_gemma":0.007300608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002662485,"about_ca_topic_score_gemma":0.009947528,"domain_scores_codex":[0.9934114,0.002925996,0.000319983,0.0006648852,0.001271785,0.001405976],"domain_scores_gemma":[0.9815797,0.00580013,0.001160435,0.0004984433,0.00380963,0.007151694],"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":[0.00002123799,0.00005360307,0.001141477,0.0001654475,0.00001496966,0.0009419387,0.00651264,0.0000393653,0.0001206473,0.002571263,0.9567974,0.03161997],"study_design_scores_gemma":[0.00002439339,0.0000885169,0.001483364,0.0005655813,0.00003403049,0.00202868,0.01433494,0.0001788101,0.0002751998,0.003333316,0.9775958,0.00005723022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006933478,0.004861726,0.000703244,0.8865603,0.09451631,0.00002913673,0.00004450063,0.0001163001,0.00623503],"genre_scores_gemma":[0.09550001,0.01163891,0.001732273,0.7599097,0.09640113,0.0001836364,0.00009535829,0.0003392592,0.03419975],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0146685,"threshold_uncertainty_score":0.04907101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2542853735974462,"score_gpt":0.4402523734217796,"score_spread":0.1859669998243335,"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."}}