{"id":"W2560135726","doi":"10.1111/dote.12493","title":"Worldwide Esophageal Cancer Collaboration: clinical staging data","year":2016,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Toronto General Hospital","funders":"National Center for Advancing Translational Sciences; National Cancer Institute","keywords":"Medicine; Adenosquamous carcinoma; Esophagectomy; Esophageal cancer; Cancer; Adenocarcinoma; Stage (stratigraphy); Internal medicine; Oncology; Carcinoma; Esophagus; Demographics; Cancer staging; Demography","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":[0.001964601,0.0006780796,0.0008729987,0.004464441,0.0003474228,0.001080268,0.0008330962,0.0004910644,0.02859188],"category_scores_gemma":[0.005748159,0.0003349964,0.0005731327,0.01415183,0.0002287386,0.0006950661,0.001520504,0.0007021032,0.01790267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139835,"about_ca_system_score_gemma":0.003147379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02353049,"about_ca_topic_score_gemma":0.03903665,"domain_scores_codex":[0.9985331,0.0003581966,0.0004309859,0.0002205986,0.0002849,0.0001721668],"domain_scores_gemma":[0.9952095,0.0004866544,0.001196203,0.0005709044,0.001938924,0.0005977855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004068409,0.00002666712,0.0689977,0.00104659,0.0001830424,0.00008658294,0.00007732298,0.0003794039,0.0003578019,0.0007530262,0.8672096,0.06047537],"study_design_scores_gemma":[0.000267098,0.00005334903,0.2851966,0.0009580374,0.000163959,0.0004355689,0.0001663629,0.0003422095,0.0004234735,0.0007630248,0.7111872,0.00004309477],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01112495,0.00749428,0.001571068,0.002175047,0.0005547901,0.0004132617,0.9172203,0.0006890813,0.05875734],"genre_scores_gemma":[0.02918029,0.002959523,0.001592925,0.0007275213,0.0001404942,0.0008147816,0.9509599,0.0002354382,0.01338917],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02859188,"threshold_uncertainty_score":0.09564936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05953587041225408,"score_gpt":0.4185721467216183,"score_spread":0.3590362763093642,"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."}}