{"id":"W3096315319","doi":"10.1055/s-0040-1718886","title":"A Multi-disciplinary Approach to Gastrointestinal Malignancies","year":2020,"lang":"en","type":"article","venue":"Digestive Disease Interventions","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignancy; Psychological intervention; General surgery; Liver transplantation; Intensive care medicine; Internal medicine; Transplantation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003371229,0.0001733376,0.0002272226,0.00007246101,0.00009685553,0.00003204334,0.00008394199,0.0000134489,0.0001705131],"category_scores_gemma":[0.0003307103,0.0001513595,0.0005331856,0.000234558,0.00006189355,0.00006294249,0.0001194493,0.0000957005,0.0002356756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041622,"about_ca_system_score_gemma":0.00009414022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002178399,"about_ca_topic_score_gemma":0.000003942401,"domain_scores_codex":[0.9989328,0.00002530225,0.0002439284,0.0003966136,0.0001714878,0.0002298639],"domain_scores_gemma":[0.9986913,0.00003298092,0.00005083161,0.0001909653,0.0001347474,0.0008991638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001661786,0.0137349,0.9557992,0.001220642,0.0004249291,0.0009604733,0.001780565,0.0006102369,0.000925164,0.001968296,0.01898419,0.001929609],"study_design_scores_gemma":[0.001278682,0.0007914524,0.993278,0.001996301,0.0003633629,0.00003359025,0.0004696261,0.001101844,0.00007028304,0.00001952431,0.0004502379,0.0001471381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8516136,0.003052081,0.09760405,0.03663668,0.0001755219,0.003495703,0.001521566,0.000522956,0.005377832],"genre_scores_gemma":[0.9856004,0.000006933087,0.0118717,0.000987192,0.0001083216,0.000602761,0.0002397724,0.0000243836,0.0005585703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1339868,"threshold_uncertainty_score":0.6172261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121713692132427,"score_gpt":0.3583977097737295,"score_spread":0.2462263405604868,"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."}}