{"id":"W2092577038","doi":"10.1016/j.athoracsur.2014.07.029","title":"The Importance of Patient-Specific Preoperative Factors: An Analysis of The Society of Thoracic Surgeons Congenital Heart Surgery Database","year":2014,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Cardiac surgery; Surgery; Mechanical ventilation; Pediatrics; 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":[0.003218947,0.0002296124,0.0006828484,0.002573776,0.0005883412,0.001335872,0.000722574,0.0005941387,0.001534437],"category_scores_gemma":[0.01895045,0.0002519515,0.001115965,0.005819554,0.0004681696,0.00118058,0.001083835,0.0007576148,0.0001271806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005851818,"about_ca_system_score_gemma":0.001315102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.010214,"about_ca_topic_score_gemma":0.01840465,"domain_scores_codex":[0.9959313,0.001530298,0.0009005279,0.0005215125,0.0007284606,0.0003878666],"domain_scores_gemma":[0.9798056,0.0093358,0.006671845,0.001472919,0.001550453,0.001163392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004685991,0.00001202181,0.9990701,0.00001085059,0.0000982705,0.00002374996,0.00003952165,0.00001760833,0.00002240488,0.00002218374,0.00008469274,0.0005517338],"study_design_scores_gemma":[0.000004453113,0.00002549458,0.9991116,0.00001059404,0.00007243238,0.000111387,0.0003250826,0.0001475473,0.00002289687,0.00001950622,0.0001455024,0.00000349871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968916,0.0007312328,0.00008141645,0.0002112658,0.00001123033,0.00001180186,0.001549421,0.000002171678,0.0005098865],"genre_scores_gemma":[0.9980215,0.0002908131,0.0001102976,0.00006024889,0.00001610293,0.00000961306,0.001442915,0.000003328946,0.00004522665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.010214,"threshold_uncertainty_score":0.02030909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09025141657061277,"score_gpt":0.37217668194759,"score_spread":0.2819252653769772,"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."}}