{"id":"W2766008704","doi":"10.1093/icvts/ivx280.030","title":"F-030DEVELOPMENT OF A CLINICAL SCORE TO DISTINGUISH MALIGNANT FROM BENIGN OESOPHAGEAL DISEASE IN AN UNDIAGNOSED PATIENT POPULATION REFERRED TO AN OESOPHAGEAL DIAGNOSTIC ASSESSMENT PROGRAMME","year":2017,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Disease; Esophagus; Population; Esophageal disease; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001717958,0.0003736296,0.001383849,0.0003330869,0.0002067256,0.0001803417,0.0001973597,0.0001097002,0.00003347449],"category_scores_gemma":[0.004575314,0.0003190273,0.000655816,0.0001789253,0.00009729351,0.0004223932,0.0002445948,0.0003394047,0.000007722979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000382544,"about_ca_system_score_gemma":0.0004361423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004867128,"about_ca_topic_score_gemma":0.0006258428,"domain_scores_codex":[0.9955509,0.0008024062,0.000980122,0.001088459,0.0009998082,0.0005782814],"domain_scores_gemma":[0.9952874,0.001140782,0.0002814557,0.001332062,0.00040455,0.001553735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001929005,0.0009993796,0.6845586,0.00007753005,0.0007191524,0.003772319,0.0003881811,0.00005719665,0.00000563831,0.000004631409,0.00001831286,0.30747],"study_design_scores_gemma":[0.0009624521,0.0009808515,0.9953967,0.00103985,0.0003831695,0.00001067384,0.0002213664,0.0001198206,0.0004331577,0.0001035192,0.00008206825,0.0002663355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994718,0.001963448,0.0002411824,0.000166075,0.000526726,0.002090392,0.0002009448,0.00003965811,0.00005356146],"genre_scores_gemma":[0.9966083,0.0001161067,0.001384827,0.0001355782,0.0003132993,0.0006787235,0.0007016562,0.0000520812,0.000009464135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3108381,"threshold_uncertainty_score":0.9999262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.112612310410353,"score_gpt":0.4398255591756992,"score_spread":0.3272132487653461,"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."}}