{"id":"W2010459710","doi":"10.4021/gr2009.05.1293","title":"Esophageal Cancers: A Clinicopathologic and Immunohistochemical Study of 223 Cases","year":2009,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pathology; Adenoid cystic carcinoma; Adenocarcinoma; Carcinoma; Immunohistochemistry; Dysplasia; Signet ring cell carcinoma; Carcinoma in situ; Cancer; Adenoid; Basal cell; Esophageal cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000906304,0.0001442753,0.0004701653,0.0002912889,0.0001143457,0.00001123465,0.0001565751,0.00008454757,0.00008077204],"category_scores_gemma":[0.0002797473,0.0001141629,0.00006372522,0.0002099626,0.0004887654,0.00004470439,0.0001368427,0.0006654162,0.0000113128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000237737,"about_ca_system_score_gemma":0.0001467445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003572106,"about_ca_topic_score_gemma":0.00009951446,"domain_scores_codex":[0.9975376,0.0004290386,0.0003389979,0.0004467689,0.0005498227,0.0006978054],"domain_scores_gemma":[0.9988136,0.0001877579,0.00005426704,0.0004158348,0.0002510256,0.0002775127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00927386,0.002977628,0.9749481,0.00004457706,0.0001111758,0.004523185,0.000516972,9.46517e-7,0.00226148,0.00002133451,0.0005403019,0.004780449],"study_design_scores_gemma":[0.008656638,0.05930544,0.9292117,0.00003471996,0.00005038235,0.001118084,0.0007834832,0.00002283079,0.000633235,0.0001310396,0.000008254848,0.00004420468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951288,0.002927556,0.000004151374,0.000708802,0.0000280395,0.0009410402,0.00001034273,0.00002435816,0.0002269382],"genre_scores_gemma":[0.9991433,0.0001657229,0.0001660042,0.0001812486,0.00007602067,0.00009457778,0.000009703915,0.00001031532,0.0001531187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05632781,"threshold_uncertainty_score":0.4655429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08936472900562707,"score_gpt":0.4454841583795932,"score_spread":0.3561194293739661,"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."}}