{"id":"W3000550953","doi":"10.1002/lary.28484","title":"Do Laryngologists and General Otolaryngologists Manage Laryngopharyngeal Reflux Differently?","year":2020,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Physics","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":[0.0002301674,0.0005150698,0.00075465,0.00008343928,0.0002982338,0.0001125555,0.0003794988,0.0001982938,0.0003738241],"category_scores_gemma":[0.0001392681,0.0003205466,0.0002059714,0.0003686581,0.0003804127,0.0001935409,0.0004468367,0.0006078135,0.0004332931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005785267,"about_ca_system_score_gemma":0.0000518276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005253125,"about_ca_topic_score_gemma":0.000005260205,"domain_scores_codex":[0.997336,0.0002004005,0.0004462206,0.0008036481,0.0004734129,0.0007403052],"domain_scores_gemma":[0.9984082,0.00009890548,0.0001442335,0.0006592741,0.00006841313,0.0006209499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001904276,0.001045211,0.9292418,0.0008070148,0.001535478,0.01207721,0.002141943,0.00001010868,0.01387701,0.006791044,0.01448205,0.01608688],"study_design_scores_gemma":[0.00505452,0.001841941,0.9812834,0.00006727479,0.0005223348,0.0005536753,0.00004895085,0.0006572328,0.002383317,0.0003933423,0.006887527,0.0003064414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803066,0.001938135,0.00009269956,0.007736027,0.0001302532,0.001010608,0.00005002388,0.0003077804,0.008427918],"genre_scores_gemma":[0.9863899,0.000423802,0.0008203527,0.009687635,0.0004759214,0.00008205127,0.0001176339,0.00007432056,0.001928428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05204166,"threshold_uncertainty_score":0.9999247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03529306836098857,"score_gpt":0.2883942093359035,"score_spread":0.2531011409749149,"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."}}