{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002746059,0.000698301,0.0007560303,0.005395734,0.0005203761,0.0008563538,0.0008821498,0.000369818,0.006278122],"category_scores_gemma":[0.008208179,0.0002789943,0.0006346457,0.01296624,0.0002569577,0.0005665983,0.001393082,0.0004003618,0.003043613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161686,"about_ca_system_score_gemma":0.002654984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02925513,"about_ca_topic_score_gemma":0.04941341,"domain_scores_codex":[0.9972852,0.0005249145,0.0007565013,0.0004048818,0.0007227561,0.0003058347],"domain_scores_gemma":[0.9832508,0.001483422,0.004927587,0.002352656,0.006541843,0.001443704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005330137,0.00003650287,0.8642106,0.0006681181,0.0003323173,0.0002153482,0.0001630236,0.0008487881,0.0008714331,0.0004524676,0.1054959,0.0261725],"study_design_scores_gemma":[0.0001183447,0.00008954985,0.909986,0.0002020668,0.0001342921,0.0007859586,0.0001738194,0.0004152781,0.0006551335,0.0001803135,0.08722065,0.000038738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1282634,0.00314167,0.002078049,0.0005912477,0.0002056545,0.0004225826,0.8346985,0.000473887,0.03012506],"genre_scores_gemma":[0.1507805,0.0006837325,0.001958451,0.0002401608,0.00007432658,0.0005397444,0.8428301,0.0001219277,0.002771115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02925513,"threshold_uncertainty_score":0.05816966,"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."}}