{"id":"W2170282272","doi":"10.3109/0142159x.2012.733041","title":"Clinical reasoning difficulties: A taxonomy for clinical teachers","year":2012,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal; College of Family Physicians of Canada","funders":"","keywords":"Cornerstone; Clinical Practice; Psychology; Medical education; Construct (python library); Process (computing); Medicine; Computer science; Nursing","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01011155,0.0003260367,0.001172684,0.00006045481,0.0001172445,0.00002428669,0.0002776929,0.001051262,0.003205845],"category_scores_gemma":[0.3129531,0.0002367519,0.0009992808,0.0001628662,0.0006773054,0.00009454486,0.0001364695,0.001672167,0.0004303074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008461752,"about_ca_system_score_gemma":0.0004187684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003161779,"about_ca_topic_score_gemma":0.000003457715,"domain_scores_codex":[0.9953156,0.000484853,0.001719358,0.0006349634,0.0008558966,0.0009893316],"domain_scores_gemma":[0.9802986,0.01537574,0.0003058357,0.0007409768,0.0001427407,0.003136073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001783401,0.002173648,0.6868272,0.00001503295,0.0001740973,0.00001589149,0.0001511287,6.583579e-8,2.833912e-7,0.0001742581,0.1720516,0.1382385],"study_design_scores_gemma":[0.007760383,0.0007859403,0.3989436,0.001206205,0.0004814654,0.00008387797,0.0004482572,0.001012308,0.000002519793,0.00003455333,0.5888696,0.0003712569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661835,0.002257548,0.006669621,0.005081412,0.003018242,0.001439593,0.000006874284,0.0003969175,0.01494631],"genre_scores_gemma":[0.9457417,0.000723278,0.01665336,0.005676125,0.01377444,0.0005680982,0.0001316342,0.0001138145,0.01661755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.416818,"threshold_uncertainty_score":0.9977053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324168945492375,"score_gpt":0.4470682476007932,"score_spread":0.3146513530515557,"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."}}