{"id":"W2562304730","doi":"10.1111/dote.12520","title":"Worldwide Esophageal Cancer Collaboration: pathologic staging data","year":2016,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Toronto General Hospital; St. Thomas Hospital","funders":"National Center for Advancing Translational Sciences; National Cancer Institute","keywords":"Medicine; Adenocarcinoma; Cancer; Adenosquamous carcinoma; Esophagus; Esophageal cancer; Carcinoma; Internal medicine; Oncology","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":[0.0001272921,0.0001686156,0.0002834294,0.00006780369,0.000120024,0.00002058045,0.0005613663,0.00003723503,0.0006183945],"category_scores_gemma":[0.000329507,0.00008181058,0.0001127295,0.0003741448,0.0002330453,0.0002049968,0.000396452,0.00008074638,0.00003478374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001829402,"about_ca_system_score_gemma":0.0005770364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008083951,"about_ca_topic_score_gemma":0.00003747252,"domain_scores_codex":[0.9983779,0.00009791351,0.0002476641,0.0003967899,0.0005583323,0.0003214048],"domain_scores_gemma":[0.9979134,0.0001372556,0.0001316276,0.001396612,0.0001750979,0.000246028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004955155,0.0002629027,0.9754487,0.00009021829,0.0001491008,0.0003654582,0.00003577663,0.00000584607,0.00006567025,0.0002771412,0.006300588,0.01650311],"study_design_scores_gemma":[0.002966947,0.000203412,0.9876319,0.0002786568,0.0003272365,0.00001372727,0.00004566062,0.0000376609,0.007577603,0.0006749703,0.0001268166,0.0001153669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1574224,0.8104841,0.00008574803,0.02273071,0.0008263579,0.001762185,0.006293514,0.0001722069,0.0002227381],"genre_scores_gemma":[0.995979,0.0005272264,0.0001288004,0.0004241503,0.0002627469,0.00009014925,0.00005949277,0.00002224127,0.002506216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8385565,"threshold_uncertainty_score":0.6770986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03462419313063109,"score_gpt":0.352879702303092,"score_spread":0.3182555091724609,"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."}}