{"id":"W2072212222","doi":"10.1016/j.jamcollsurg.2013.07.128","title":"Assessing the association between adherence to process-based quality indicators and surgical outcomes","year":2013,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Association (psychology); Quality (philosophy); Medical physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001056033,0.0001099229,0.0005492237,0.0001299039,0.0001098274,0.00003550267,0.0002138609,0.00002169724,0.00005326617],"category_scores_gemma":[0.0006151714,0.00005589031,0.0001973554,0.0006623693,0.0001587462,0.0001463474,0.00006415253,0.0001966645,0.000002866973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001458872,"about_ca_system_score_gemma":0.0002423445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000168033,"about_ca_topic_score_gemma":0.0000099985,"domain_scores_codex":[0.9981706,0.0002810128,0.0005676749,0.0001028813,0.0006952049,0.0001826688],"domain_scores_gemma":[0.9973655,0.0007103304,0.001287999,0.0002097508,0.0002415583,0.000184915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003785502,0.00009266304,0.9936304,0.0000280468,0.0001875381,0.000007085177,0.00006323764,0.00001397655,0.000083451,0.0000114925,0.001505687,0.00433856],"study_design_scores_gemma":[0.0005091913,0.0001928392,0.9966272,0.00009061122,0.0001805403,0.000006273347,0.0009846308,0.00002144361,0.0001198063,0.00005806666,0.001144098,0.00006536146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730539,0.00001782177,0.0000267998,0.02619386,0.00006551669,0.0003223045,0.00002378884,0.000006780246,0.0002891845],"genre_scores_gemma":[0.9985095,0.00000471671,0.0001880223,0.0009971078,0.00004367105,0.00001017042,5.260806e-7,0.000008628194,0.0002376506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02545556,"threshold_uncertainty_score":0.2279141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02781005667462433,"score_gpt":0.3592190294545421,"score_spread":0.3314089727799178,"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."}}