{"id":"W2072982655","doi":"10.1378/chest.9363","title":"Preoperative Factors Associated With Postcardiac Surgery Mediastinitis: An Updated Risk Factor Analysis in 6,722 Consecutive Operative Procedures","year":2010,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Mediastinitis; Medicine; Surgery; Complication; Cardiac surgery; Retrospective cohort study; Risk factor; General surgery; Internal medicine","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":[0.0004280154,0.000407461,0.0005885664,0.001076534,0.0003264433,0.0005774964,0.0003332289,0.0006184283,0.0008527134],"category_scores_gemma":[0.001756561,0.0004037692,0.0008246715,0.001330029,0.0001884192,0.0007922843,0.0003416139,0.000726615,0.0001855011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002082666,"about_ca_system_score_gemma":0.0004481849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007189842,"about_ca_topic_score_gemma":0.008377815,"domain_scores_codex":[0.9995354,0.00007505796,0.0000909009,0.0000985348,0.0001231829,0.00007683036],"domain_scores_gemma":[0.9985307,0.0004062168,0.0005619545,0.0001346304,0.000162503,0.0002039588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009812251,0.00004404586,0.9979747,0.000009034285,0.00006585353,0.0001227762,0.00003268535,0.00002770289,0.00028025,0.000004275907,0.00006021918,0.001280285],"study_design_scores_gemma":[0.000004369557,0.00004820332,0.9994071,0.000002912358,0.00003820255,0.0002624132,0.00005625917,0.00006710352,0.0000429601,0.000002628565,0.00006481161,0.000003060848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985707,0.000527508,0.00009685707,0.00002927413,0.00001150771,0.0000080767,0.000514433,0.000003982107,0.0002375776],"genre_scores_gemma":[0.9983622,0.0003734513,0.0001924896,0.00004330502,0.00002936638,0.00001245162,0.0008487283,0.000003518154,0.0001343189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007189842,"threshold_uncertainty_score":0.014296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312479505787828,"score_gpt":0.2888778218144111,"score_spread":0.2657530267565328,"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."}}