{"id":"W1964933620","doi":"10.3138/jvme.0113-008r","title":"Clinical Reasoning and Case-Based Decision Making: The Fundamental Challenge to Veterinary Educators","year":2013,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Veterinary education; Clinical decision making; Veterinary medicine; Medicine; Psychology; Pedagogy; Curriculum; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00204128,0.0001743533,0.0004384652,0.0001584345,0.0001338406,0.00005921962,0.0001855551,0.0001973234,0.001021493],"category_scores_gemma":[0.04910664,0.0001101491,0.0001981057,0.0001798764,0.0002059019,0.0001218929,0.000105067,0.0006865181,0.00004960494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117719,"about_ca_system_score_gemma":0.00155035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004056339,"about_ca_topic_score_gemma":0.000001354696,"domain_scores_codex":[0.9974856,0.000258297,0.001047244,0.0002531823,0.0007062482,0.0002493826],"domain_scores_gemma":[0.9896316,0.008223309,0.0003800322,0.0003255869,0.0003034743,0.001136015],"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":[0.0009854583,0.002254158,0.02653061,0.00005289554,0.00006678033,0.001764297,0.0005430745,0.000001762974,0.00003747955,0.00004135142,0.03577137,0.9319507],"study_design_scores_gemma":[0.004622524,0.03086331,0.7267601,0.020101,0.0003692534,0.1430882,0.005178692,0.001226069,0.000007108891,0.0005756977,0.06675004,0.000457975],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746734,0.001230047,0.0003293233,0.02067434,0.00248566,0.0003396201,9.320934e-7,0.0000141563,0.0002524457],"genre_scores_gemma":[0.9814095,0.000285601,0.01013783,0.006578857,0.001492479,0.00002953907,0.000002801806,0.00002312528,0.00004029498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9314928,"threshold_uncertainty_score":0.9998917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09723622214676948,"score_gpt":0.4700354031166233,"score_spread":0.3727991809698538,"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."}}