{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002401515,0.0001658879,0.0003604033,0.00005876291,0.0001092662,0.00002113434,0.000620962,0.00004670652,0.0006529876],"category_scores_gemma":[0.0005929046,0.00008283382,0.000177308,0.0003496789,0.0003182961,0.0002142757,0.0004341906,0.0001130324,0.00004515945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485908,"about_ca_system_score_gemma":0.0009483685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009834267,"about_ca_topic_score_gemma":0.00005791567,"domain_scores_codex":[0.9980409,0.0001504671,0.0004197977,0.0004439165,0.00062712,0.0003178044],"domain_scores_gemma":[0.9973563,0.0002951983,0.0001708448,0.00160265,0.0002113262,0.0003636919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006931657,0.0003473505,0.9579582,0.00006527374,0.0002565146,0.0001146882,0.00001587572,0.000002273205,0.00000726916,0.0002156669,0.01373557,0.02658822],"study_design_scores_gemma":[0.003544097,0.0002023374,0.9929651,0.0002694612,0.0003698033,0.000004364606,0.00002459943,0.00004672057,0.00185434,0.0003228041,0.0003032021,0.00009316104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1507899,0.8033185,0.0001022569,0.03492464,0.001828806,0.002167553,0.006427304,0.0001796135,0.000261353],"genre_scores_gemma":[0.9947798,0.0008084722,0.0001345953,0.0005308405,0.0005796904,0.00005999539,0.00005356057,0.00002592309,0.003027082],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8439899,"threshold_uncertainty_score":0.7149756,"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."}}