{"id":"W4387823689","doi":"10.1136/bmj.p2412","title":"Medical schools should teach chaos and complexity thinking","year":2023,"lang":"en","type":"letter","venue":"BMJ","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"CHAOS (operating system); Mathematics education; Medical education; Psychology; Computer science; Medicine; Computer security","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":[0.01373974,0.001358855,0.002414092,0.001676666,0.02279079,0.01774471,0.003757459,0.2563852,0.02484637],"category_scores_gemma":[0.07606214,0.002219163,0.003221418,0.00145095,0.01457497,0.01242925,0.009383145,0.177241,0.01535016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01268652,"about_ca_system_score_gemma":0.04337708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03417894,"about_ca_topic_score_gemma":0.07702395,"domain_scores_codex":[0.9815841,0.003449787,0.002012803,0.001963907,0.005946623,0.005042821],"domain_scores_gemma":[0.9297807,0.03109997,0.003641618,0.001449423,0.008816159,0.0252121],"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":[0.00004463046,0.0001157171,0.001219725,0.00009386282,0.00002303254,0.001964635,0.0008432659,0.0001155238,0.0001977035,0.01004546,0.9793683,0.005968194],"study_design_scores_gemma":[0.0003154984,0.0001380692,0.002739476,0.0009170163,0.0000860423,0.002330584,0.004284839,0.001007001,0.0002991734,0.04194628,0.9457383,0.0001977523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001917824,0.0001655124,0.00004007724,0.9930506,0.004831864,0.000008894497,0.000009449919,0.000009966732,0.001691907],"genre_scores_gemma":[0.001824868,0.0002040521,0.0001291183,0.9793133,0.01164543,0.00002807374,0.0000082238,0.00001468178,0.00683223],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2563852,"threshold_uncertainty_score":0.09204757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288428492673074,"score_gpt":0.4182736024279559,"score_spread":0.2894307531606485,"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."}}