{"id":"W4417466943","doi":"10.1001/jama.2025.23320","title":"Abstract Factory—Research Culture Harming Medical Education","year":2025,"lang":"en","type":"article","venue":"JAMA","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Quality (philosophy); Continuing medical education; MEDLINE; Medical knowledge","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09585445,0.0006104073,0.00075833,0.002865774,0.008683494,0.02278876,0.003353533,0.008648833,0.009968199],"category_scores_gemma":[0.1043138,0.0007061976,0.001207082,0.001808031,0.04070108,0.01897568,0.01057127,0.01402912,0.002062303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01007214,"about_ca_system_score_gemma":0.01737902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003728449,"about_ca_topic_score_gemma":0.002970086,"domain_scores_codex":[0.9234563,0.04400829,0.002699924,0.004594221,0.02169754,0.003543622],"domain_scores_gemma":[0.762958,0.1444044,0.02187238,0.03289255,0.02729071,0.01058192],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008555793,0.0001274047,0.005172572,0.0001951864,0.00004757463,0.0001817782,0.008482694,0.0003995141,0.001135284,0.9052359,0.04696704,0.03196954],"study_design_scores_gemma":[0.0001622053,0.0004534809,0.004330565,0.001142608,0.00008322122,0.0004449664,0.01759079,0.001747985,0.003490101,0.5945569,0.3758556,0.0001416666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02439185,0.003092174,0.02923115,0.8405843,0.003406052,0.0000907853,0.00009135434,0.000333161,0.09877911],"genre_scores_gemma":[0.668934,0.002616543,0.01590708,0.2835286,0.004304535,0.0002505047,0.00005454418,0.0003734192,0.02403078],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9041455,"threshold_uncertainty_score":0.5069329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1805447002052361,"score_gpt":0.5557630155879272,"score_spread":0.375218315382691,"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."}}