{"id":"W2789654447","doi":"10.1093/jcag/gwy009.302","title":"A302 INAPPROPRIATE REFERRALS FOR VIDEO FLUOROSCOPIC SWALLOWING STUDIES; DEFINING THE SCOPE OF THE PROBLEM","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Dysphagia; Swallowing; Esophageal Disorder; Referral; Oropharyngeal dysphagia; Pediatrics; Esophagus; Surgery; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.004261185,0.0001112975,0.0004044047,0.0001175371,0.000782043,0.000009883409,0.0006352664,0.00009710006,0.00003531909],"category_scores_gemma":[0.0009592153,0.00005854688,0.0002014825,0.0001586103,0.0001170378,0.00009709739,0.0001643727,0.0004387797,0.000003931039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001231512,"about_ca_system_score_gemma":0.0007093759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001705542,"about_ca_topic_score_gemma":0.2511843,"domain_scores_codex":[0.9970832,0.001059786,0.0009435329,0.0001020972,0.0003357138,0.000475661],"domain_scores_gemma":[0.9954687,0.0003670919,0.002888928,0.0002528718,0.0009458439,0.00007653101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002866279,0.00003961361,0.8509783,0.0001810208,0.001369253,7.736076e-7,0.003467579,0.00006756077,0.00047275,0.004506252,0.1383695,0.000260813],"study_design_scores_gemma":[0.006849344,0.002691411,0.8902802,0.001625473,0.001059339,0.000007006416,0.005192249,0.00009764219,0.0003700056,0.006798244,0.08487022,0.0001588628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9215006,0.0001535866,0.0001442656,0.06969338,0.004426084,0.001493438,0.00003474057,0.000005852982,0.002548106],"genre_scores_gemma":[0.9917102,0.00003359461,0.0009998059,0.00529924,0.0002478812,0.00003364215,9.236278e-7,0.00001528711,0.001659421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2494788,"threshold_uncertainty_score":0.7624796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04379613239445636,"score_gpt":0.3728680407144558,"score_spread":0.3290719083199994,"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."}}