{"id":"W3109788745","doi":"10.1007/s10459-020-10018-7","title":"Where we’ve come from, where we might go","year":2020,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Summative assessment; Formative assessment; Operationalization; Curriculum; Psychology; Distance education; Mathematics education; Medical education; Pedagogy; Medicine; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01129682,0.000809784,0.0008470156,0.001477417,0.005285025,0.01467079,0.001612865,0.006658459,0.03212487],"category_scores_gemma":[0.03681276,0.0005947148,0.001160175,0.0007446496,0.008042294,0.02468949,0.006993092,0.02171485,0.01445318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004231583,"about_ca_system_score_gemma":0.01541872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007056484,"about_ca_topic_score_gemma":0.01202874,"domain_scores_codex":[0.9937274,0.003245212,0.0002697333,0.0005089685,0.001416289,0.0008323301],"domain_scores_gemma":[0.9788259,0.005158999,0.001134922,0.001229594,0.005746019,0.007904609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001833578,0.0006575776,0.01261847,0.001239884,0.0001816537,0.0007126986,0.01191998,0.0006527724,0.001817393,0.135444,0.4764386,0.3581337],"study_design_scores_gemma":[0.0000547515,0.0001471963,0.004544735,0.003065411,0.0000777827,0.001239821,0.02343391,0.0003965503,0.001360401,0.1834139,0.7820833,0.0001821732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004779801,0.02654611,0.01763552,0.8739747,0.01429875,0.00005786803,0.0002202284,0.0004403869,0.06204663],"genre_scores_gemma":[0.2434514,0.08579577,0.108533,0.4408454,0.009710131,0.0003139783,0.0009489175,0.001018485,0.109383],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03212487,"threshold_uncertainty_score":0.1074684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03572322375038325,"score_gpt":0.423735829557509,"score_spread":0.3880126058071258,"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."}}