{"id":"W3047050422","doi":"10.1111/medu.14304","title":"Warning bells: How clinicians leverage their discomfort to manage moments of uncertainty","year":2020,"lang":"en","type":"article","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Grounded theory; Psychology; Leverage (statistics); Cognition; Applied psychology; Medical education; Medicine; Qualitative research; Computer science; Psychiatry","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":[0.01373361,0.0009099845,0.0007122146,0.001839355,0.00647157,0.00923961,0.002088664,0.005687341,0.003929811],"category_scores_gemma":[0.07079655,0.0008555594,0.0008621603,0.0008484254,0.01067462,0.009933305,0.009364437,0.005976459,0.0008211187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003189585,"about_ca_system_score_gemma":0.005374758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002142598,"about_ca_topic_score_gemma":0.002774503,"domain_scores_codex":[0.9827392,0.01202372,0.0006188519,0.0008835605,0.002225624,0.001508998],"domain_scores_gemma":[0.9737465,0.01654658,0.004323502,0.0009570065,0.002109948,0.002316475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002831291,0.00008404401,0.01114809,0.00118149,0.00008181943,0.006760698,0.8697865,0.0006044208,0.005398546,0.01659737,0.01476245,0.07331137],"study_design_scores_gemma":[0.00006439316,0.0004522545,0.008420868,0.002269194,0.0000845493,0.008497636,0.8536048,0.001578259,0.001778543,0.02204633,0.100907,0.0002962775],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.765848,0.01114637,0.07717316,0.09325907,0.002499341,0.0004561546,0.0001755824,0.0009294879,0.0485128],"genre_scores_gemma":[0.9757786,0.00245924,0.01227357,0.006003312,0.000228167,0.0001188879,0.00006855083,0.0001278426,0.002941786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01373361,"threshold_uncertainty_score":0.07263112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03239432769441617,"score_gpt":0.3634797715138036,"score_spread":0.3310854438193874,"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."}}