{"id":"W2591739012","doi":"10.1080/14739879.2006.11864048","title":"The development of reasoning skills and expertise in primary care","year":2006,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Context (archaeology); Cognition; Psychology; Medical education; Cognitive skill; Professional development; Principal (computer security); Computer science; Medicine; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001463551,0.00009737099,0.0001985104,0.00005493297,0.0001096972,0.0000147847,0.00005606932,0.00006724174,0.000004111186],"category_scores_gemma":[0.001571225,0.00007376588,0.00005061632,0.00009599456,0.00005757604,0.00003276164,0.00002840647,0.00007870445,0.000001743337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004271819,"about_ca_system_score_gemma":0.001516541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005064464,"about_ca_topic_score_gemma":0.00006354695,"domain_scores_codex":[0.9991012,0.00001971034,0.0003735263,0.000193874,0.0001558697,0.0001558781],"domain_scores_gemma":[0.9982402,0.001173788,0.00009715866,0.0001910623,0.0002325703,0.00006521444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008438384,0.0003223776,0.1921933,0.0004410527,0.000011451,7.437883e-7,0.008481453,0.000003011417,0.0002178749,0.0002246624,0.002344144,0.7956756],"study_design_scores_gemma":[0.001082899,0.00007717323,0.9830368,0.001942437,0.00003093661,0.000005028309,0.004048241,0.000002287709,0.001533576,0.00006989901,0.008061753,0.0001089247],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702231,0.01522708,0.00008521078,0.0002885743,0.0003254897,0.0005673735,0.000009187117,0.00001950569,0.01325448],"genre_scores_gemma":[0.985289,0.00008743862,0.01235055,0.0003017407,0.0001636722,0.0001872864,0.000798076,0.00001757141,0.0008046241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7955667,"threshold_uncertainty_score":0.3008085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008773081349516454,"score_gpt":0.3005221027724523,"score_spread":0.2917490214229359,"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."}}