{"id":"W4409361356","doi":"10.1016/j.patter.2025.101205","title":"Can an accurate model be bad?","year":2025,"lang":"en","type":"article","venue":"Patterns","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"Hospital Research Foundation","keywords":"Computer science","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":["metaresearch"],"category_scores_codex":[0.2046372,0.001320716,0.002449533,0.002503214,0.002400555,0.01193282,0.004252682,0.006201663,0.005488032],"category_scores_gemma":[0.501447,0.00105289,0.001356749,0.001849744,0.01474267,0.01457208,0.005455651,0.01495085,0.002504488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004621222,"about_ca_system_score_gemma":0.008712018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025055,"about_ca_topic_score_gemma":0.009303022,"domain_scores_codex":[0.8709591,0.1000549,0.005934003,0.00652134,0.0146956,0.001835105],"domain_scores_gemma":[0.4686033,0.4508676,0.01927007,0.03963301,0.01759935,0.004026698],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001562568,0.0003171314,0.08240581,0.002441189,0.002557208,0.0007691407,0.0119745,0.01496187,0.0004703376,0.4512855,0.1377511,0.2935036],"study_design_scores_gemma":[0.0001731953,0.0001813019,0.005709932,0.002717822,0.0003289849,0.0004778155,0.003070306,0.01592436,0.0007606022,0.9185309,0.05193958,0.0001852142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02102089,0.009680413,0.1059339,0.8350795,0.006640784,0.0002206927,0.001054038,0.000375849,0.01999389],"genre_scores_gemma":[0.7559313,0.009851968,0.07109041,0.1503093,0.007768093,0.0005316284,0.0009628567,0.0004312449,0.003123174],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7953628,"threshold_uncertainty_score":0.980824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04167356120225172,"score_gpt":0.3449256609830578,"score_spread":0.3032520997808061,"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."}}