{"id":"W2973304138","doi":"10.1016/j.athoracsur.2019.08.019","title":"Using Benchmarking Standards to Evaluate Transition to Minimally Invasive Esophagectomy","year":2019,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Esophagectomy; Complication; Surgery; Intensive care unit; Pneumonia; Randomized controlled trial; Esophageal cancer; Internal medicine; Cancer","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":[0.05826502,0.0004892278,0.0008887728,0.008021573,0.001481141,0.00472674,0.002201848,0.00111908,0.001701594],"category_scores_gemma":[0.1564902,0.0002477324,0.001313877,0.006764927,0.001177632,0.003797889,0.004719684,0.001625749,0.0004751751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005973514,"about_ca_system_score_gemma":0.008296575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007887147,"about_ca_topic_score_gemma":0.009065903,"domain_scores_codex":[0.9409773,0.02515038,0.01152115,0.002092827,0.01669578,0.0035625],"domain_scores_gemma":[0.8448749,0.03995497,0.02929631,0.00738438,0.07296164,0.005527759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007714986,0.0007676924,0.7943867,0.0004642351,0.0004173497,0.00009873024,0.00266073,0.005686258,0.000496962,0.008919136,0.009528736,0.1758019],"study_design_scores_gemma":[0.0001610829,0.004529141,0.9077824,0.00135601,0.0003197643,0.0002854221,0.01623807,0.02951614,0.004237133,0.01205305,0.02331899,0.0002027423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8655933,0.002013439,0.05310962,0.004906073,0.001023872,0.002318128,0.004473664,0.000520496,0.06604138],"genre_scores_gemma":[0.9804896,0.0002738396,0.01481123,0.000282152,0.00004690731,0.0008636778,0.002537976,0.00004652567,0.0006480691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05826502,"threshold_uncertainty_score":0.3081385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1552525925290003,"score_gpt":0.4566536853005433,"score_spread":0.301401092771543,"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."}}