{"id":"W3111527024","doi":"10.1016/j.gie.2020.07.065","title":"Endoscopic therapy for T1b esophageal cancer","year":2020,"lang":"en","type":"letter","venue":"Gastrointestinal Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Esophageal cancer; General surgery; Cancer; Intensive care medicine; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001175812,0.000807161,0.001157246,0.0002199583,0.0001804019,0.00008766889,0.0003856623,0.0002160726,0.001282512],"category_scores_gemma":[0.0003442665,0.0006689055,0.0005894302,0.0002560229,0.0002256311,0.00007773349,0.00008481772,0.002178007,0.0002131786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005445468,"about_ca_system_score_gemma":0.001437509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003207042,"about_ca_topic_score_gemma":0.00001012521,"domain_scores_codex":[0.9959667,0.0001205822,0.000538785,0.001107456,0.0009052797,0.001361138],"domain_scores_gemma":[0.9977353,0.0005804877,0.0002595588,0.0005972502,0.0003144128,0.0005130138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002189399,0.000137872,0.009493168,0.00104673,0.0003423904,0.009816235,0.00003570328,0.000001640179,0.001530863,0.00001512867,0.972589,0.002801926],"study_design_scores_gemma":[0.03158749,0.03113871,0.004514438,0.004366804,0.001013154,0.006301905,0.00003314439,0.0002219728,0.01147825,0.0009533507,0.9073007,0.001090147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005133525,0.01406681,0.002576626,0.9744334,0.0005697475,0.004939052,0.001329594,0.000451567,0.001119811],"genre_scores_gemma":[0.003569492,0.0009939097,0.07997727,0.8805464,0.01808336,0.00426382,0.002547489,0.0004373299,0.009580965],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09388708,"threshold_uncertainty_score":0.9996305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04394814732985899,"score_gpt":0.3409429409267229,"score_spread":0.2969947935968639,"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."}}