{"id":"W2062865068","doi":"10.1007/s11605-014-2701-3","title":"Current Status of Management of Malignant Disease: Current Management of Esophageal Cancer","year":2015,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Esophageal cancer; Intensive care medicine; Disease; Perioperative; Multimodal therapy; Stage (stratigraphy); Cancer; Chemoradiotherapy; Population; General surgery; Surgery; 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":[0.005832225,0.0005940152,0.001750001,0.001156171,0.0006748607,0.003063995,0.0019723,0.001743326,0.00316242],"category_scores_gemma":[0.008361086,0.000230414,0.0009455894,0.00139129,0.001556027,0.003735129,0.001260711,0.003007806,0.0009360567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001645765,"about_ca_system_score_gemma":0.002833002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001396473,"about_ca_topic_score_gemma":0.004192775,"domain_scores_codex":[0.9981409,0.0006481564,0.0004006315,0.0002171236,0.0004692868,0.000123857],"domain_scores_gemma":[0.9928324,0.003333761,0.001238645,0.0002154603,0.001720881,0.0006587245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003444375,0.0001894731,0.003475466,0.006622825,0.0001116699,0.0001598542,0.0001356328,0.000562204,0.0008009035,0.003437989,0.02223719,0.9619224],"study_design_scores_gemma":[0.0002366842,0.002222582,0.01822607,0.02324343,0.001121088,0.003567071,0.001388233,0.002605025,0.001624763,0.01134801,0.9342729,0.0001441026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001719893,0.9787529,0.001276142,0.01501597,0.001157054,0.00001532919,0.00003504357,0.00003873677,0.001988961],"genre_scores_gemma":[0.02899012,0.9473516,0.005143158,0.007753559,0.009361908,0.0000630586,0.0002042541,0.00002590456,0.001106458],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005832225,"threshold_uncertainty_score":0.03084415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0671675407728563,"score_gpt":0.3629463781787078,"score_spread":0.2957788374058515,"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."}}