{"id":"W2897466585","doi":"10.1016/j.jtcvs.2018.10.057","title":"Predictors of staging accuracy, pathologic nodal involvement, and overall survival for cT2N0 carcinoma of the esophagus","year":2018,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"University of Texas MD Anderson Cancer Center","keywords":"NODAL; Medicine; Esophagus; Carcinoma; Radiology; Oncology; Pathology; 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":[0.0008818868,0.0004023414,0.0002730976,0.000463388,0.000234907,0.0006589486,0.0003215181,0.0005562545,0.001408002],"category_scores_gemma":[0.005426135,0.0002192151,0.0004196087,0.0006045463,0.0003044362,0.0005115016,0.0003102699,0.0004148301,0.0002458727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002493169,"about_ca_system_score_gemma":0.0003447914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003123062,"about_ca_topic_score_gemma":0.00707733,"domain_scores_codex":[0.9997078,0.00009154858,0.00003709166,0.00004060046,0.00005420397,0.00006883108],"domain_scores_gemma":[0.997287,0.001367607,0.0005725446,0.0001653346,0.0002581245,0.0003493415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001160974,0.000008733187,0.9984717,0.000004339127,0.00001925613,0.00003733486,0.00001249138,0.0002265168,0.0001324654,0.000006767845,0.00005053015,0.000913714],"study_design_scores_gemma":[0.000009566346,0.0000684612,0.9966615,0.0000102712,0.00008961457,0.0003160618,0.0001088364,0.00234133,0.000176674,0.00006220368,0.0001504472,0.000004966681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984686,0.0005411002,0.0001037243,0.00009741721,0.00001617798,0.00000248934,0.0001553242,0.000004442178,0.0006107815],"genre_scores_gemma":[0.9993956,0.0001307909,0.00005579964,0.0000107512,0.00002010753,0.000001479784,0.000231994,0.000002055684,0.0001513604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003123062,"threshold_uncertainty_score":0.006209791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03837966951389556,"score_gpt":0.312465503017728,"score_spread":0.2740858335038325,"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."}}