{"id":"W2035386357","doi":"10.3402/meo.v15i0.4846","title":"The Dreyfus model of clinical problem-solving skills acquisition: a critical perspective","year":2010,"lang":"en","type":"review","venue":"Medical Education Online","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, University of Alabama at Birmingham; Covis Pharma; McGill University","keywords":"Intuition; Dreyfus model of skill acquisition; Knowledge acquisition; Perspective (graphical); Cognition; Psychology; Cognitive science; Coherence (philosophical gambling strategy); Computer science; Engineering ethics; Epistemology; Knowledge management; Artificial intelligence; Neuroscience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008074917,0.001184348,0.001683543,0.006250825,0.0009327049,0.002586028,0.002868964,0.004415623,0.00166861],"category_scores_gemma":[0.01032968,0.0004688475,0.001159751,0.003839411,0.009737672,0.007397592,0.001547244,0.006295218,0.0008755904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006723461,"about_ca_system_score_gemma":0.006768199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005748096,"about_ca_topic_score_gemma":0.004136052,"domain_scores_codex":[0.9969844,0.001555185,0.0002639802,0.0003217598,0.0007508337,0.0001237604],"domain_scores_gemma":[0.9893152,0.008738722,0.0005044055,0.0002391033,0.001057402,0.0001452056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009079916,0.00006755012,0.0005400503,0.01630663,0.0002049325,0.0008332795,0.002770452,0.002577509,0.0003072757,0.5853598,0.04152128,0.3494205],"study_design_scores_gemma":[0.00005192697,0.0001102131,0.001306028,0.0166714,0.0001434986,0.002927623,0.001214261,0.001745198,0.0004784587,0.3585827,0.616674,0.00009466913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002487507,0.9786829,0.003428986,0.01178054,0.000707367,0.00001552812,0.0000105089,0.00001054097,0.005114919],"genre_scores_gemma":[0.01440821,0.975129,0.003689714,0.003962522,0.001183598,0.00009445262,0.00002497857,0.000008945892,0.001498443],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008074917,"threshold_uncertainty_score":0.04878235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0669307478922167,"score_gpt":0.5193285895816815,"score_spread":0.4523978416894648,"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."}}