{"id":"W3043703257","doi":"10.1007/s00464-020-07806-y","title":"Early diagnosis is associated with improved clinical outcomes in benign esophageal perforation: an individual patient data meta-analysis","year":2020,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Perforation; Meta-analysis; Cochrane Library; Psychological intervention; Internal medicine; MEDLINE; Surgery; Pediatrics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001578914,0.0009476256,0.01116667,0.0004726743,0.0001013834,0.00009838257,0.0008893289,0.001021029,0.001804044],"category_scores_gemma":[0.0008257368,0.0005658619,0.003010122,0.001915773,0.0002432422,0.0002695647,0.0005374185,0.001966764,0.0000909629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008955931,"about_ca_system_score_gemma":0.0005902978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000157847,"about_ca_topic_score_gemma":0.0001674441,"domain_scores_codex":[0.9918497,0.002003399,0.002480581,0.002035946,0.0009659857,0.0006643439],"domain_scores_gemma":[0.9940385,0.002276112,0.001013326,0.001824717,0.0001516799,0.0006957082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0006844273,0.005282565,0.1487716,0.00168802,0.5129348,0.02427718,0.0007055326,0.000002460042,1.971556e-8,0.00008412429,0.000598921,0.3049703],"study_design_scores_gemma":[0.006737723,0.005237903,0.008297265,0.0003158841,0.7893475,0.00009048278,0.00002813311,0.0001403373,0.000001158281,0.00001383256,0.1889044,0.0008853375],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004890848,0.9877657,0.000007881408,0.0005350637,0.0001654495,0.001897862,0.00449707,0.0001198709,0.0001202397],"genre_scores_gemma":[0.01269146,0.9679878,0.001048528,0.001147045,0.0003321909,0.0008074727,0.01552238,0.0001450131,0.0003181261],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.304085,"threshold_uncertainty_score":0.9996793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2457071281750827,"score_gpt":0.4368159549502748,"score_spread":0.191108826775192,"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."}}