{"id":"W4404839993","doi":"10.32920/27926799","title":"Improving diagnostic performance through feedback: the Diagnosis Learning Cycle","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Learning cycle; Computer science; Psychology; Mathematics education","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":[0.1547886,0.001329514,0.001222161,0.005448272,0.005206307,0.01283916,0.006217458,0.007109732,0.006496611],"category_scores_gemma":[0.3429339,0.001291885,0.002183647,0.00274444,0.01518115,0.02069467,0.01448165,0.008014792,0.001981671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02604403,"about_ca_system_score_gemma":0.05399141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01012638,"about_ca_topic_score_gemma":0.007987469,"domain_scores_codex":[0.7712541,0.1894345,0.0069298,0.004953639,0.02290696,0.004521007],"domain_scores_gemma":[0.5687234,0.3398843,0.0219478,0.0208149,0.03525397,0.01337568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004934382,0.001584711,0.02876508,0.003841445,0.0001810003,0.0009007626,0.08252715,0.005201382,0.0008639118,0.101559,0.03063259,0.7434496],"study_design_scores_gemma":[0.001319274,0.003774634,0.02101893,0.02381741,0.0006702667,0.002603309,0.0907656,0.05106039,0.01022857,0.56181,0.2317277,0.001203885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.1378282,0.01098986,0.3202668,0.4281215,0.002092767,0.006673743,0.0006733575,0.002345344,0.09100843],"genre_scores_gemma":[0.7350725,0.003761572,0.2407836,0.01345548,0.0002665781,0.002301711,0.000233418,0.0001871969,0.003938057],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1547886,"threshold_uncertainty_score":0.8186101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02760758941183167,"score_gpt":0.3228055416975679,"score_spread":0.2951979522857362,"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."}}