{"id":"W1968642299","doi":"10.1111/j.1365-2923.2007.02914.x","title":"Non‐analytical models of clinical reasoning: the role of experience","year":2007,"lang":"en","type":"review","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":402,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Introspection; Process (computing); Centrality; Similarity (geometry); Component (thermodynamics); Psychology; Interpretation (philosophy); Medical diagnosis; Computer science; Artificial intelligence; Cognitive psychology; Cognitive science; Medicine","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"],"consensus_categories":[],"category_scores_codex":[0.00325519,0.0002570364,0.002380995,0.0001238187,0.00003167308,0.000006226861,0.0004420323,0.0008661073,0.0004873585],"category_scores_gemma":[0.1656782,0.0001459393,0.0009279367,0.000499516,0.0008136934,0.00002908818,0.0001004975,0.001069211,0.00003116685],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004829453,"about_ca_system_score_gemma":0.007876849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001531962,"about_ca_topic_score_gemma":0.000002469734,"domain_scores_codex":[0.9952396,0.0001941342,0.002571391,0.0004395827,0.001281112,0.0002741728],"domain_scores_gemma":[0.9790822,0.0178315,0.001059445,0.00100495,0.0004038715,0.0006179877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002669373,0.001267436,0.0006444173,0.001045549,0.0001013591,0.000003692118,0.0001779405,1.898651e-7,1.120516e-8,0.002112301,0.002854288,0.9917661],"study_design_scores_gemma":[0.0004004639,0.0002583658,0.0004536358,0.08371438,0.001824114,0.00009628,0.0003352013,0.001835044,0.000001941755,0.0004121908,0.91049,0.0001783246],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007926838,0.9854069,0.0002329903,0.0003898491,0.0008516373,0.0005981665,0.000004491605,0.00001705472,0.01170622],"genre_scores_gemma":[0.004204739,0.9930006,0.0005225631,0.0005998018,0.000993447,0.00007025084,0.00009228521,0.00003241695,0.0004839268],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9915878,"threshold_uncertainty_score":0.9977475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103726393677781,"score_gpt":0.5216282285392397,"score_spread":0.4112555891714617,"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."}}