{"id":"W3173195792","doi":"10.14740/gr1387","title":"Esophageal Food Impaction: A Retrospective Chart Review","year":2021,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Foreign Body Medical Cases","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Impaction; Retrospective cohort study; Esophagitis; Esophagus; Internal medicine; Incidence (geometry); Gastroenterology; Surgery; General surgery; Disease; Reflux","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001352892,0.000146726,0.0005281802,0.0001684544,0.0001408147,0.00001435042,0.0001353827,0.0001173206,0.004352713],"category_scores_gemma":[0.002192041,0.0001262366,0.0001715923,0.0005374047,0.0005144356,0.0000689688,0.0002087763,0.001242358,0.0003845979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000262733,"about_ca_system_score_gemma":0.0003351533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006967701,"about_ca_topic_score_gemma":0.0000264396,"domain_scores_codex":[0.9968033,0.0005566347,0.0003104599,0.0005104141,0.0009411004,0.0008780415],"domain_scores_gemma":[0.9979562,0.0001094528,0.00004339022,0.0005890825,0.000827539,0.0004744074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001550084,0.0008574954,0.6951299,0.001845307,0.0004381427,0.008095409,0.0001079464,1.247304e-7,0.002383775,0.001336387,0.2869178,0.00133763],"study_design_scores_gemma":[0.005087778,0.01313293,0.9409992,0.002393513,0.0001921118,0.02184831,0.0002998292,0.0000319595,0.002261223,0.001057245,0.0125414,0.0001545348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9403844,0.01502208,0.00009705681,0.03292168,0.0002841178,0.0008274068,0.00003870473,0.0001063807,0.01031821],"genre_scores_gemma":[0.9872688,0.003355165,0.0002916646,0.005958464,0.0005903404,0.0001148158,0.00008028637,0.00002932426,0.002311145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2743764,"threshold_uncertainty_score":0.9965574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08596055010608318,"score_gpt":0.4121542530448479,"score_spread":0.3261937029387647,"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."}}