{"id":"W4296032895","doi":"10.1002/lary.30336","title":"Functional Outcomes of Swallowing Following Surgery for Obstructive Sleep Apnea","year":2022,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Swallowing; Dysphagia; Obstructive sleep apnea; Uvulopalatopharyngoplasty; Surgery; Airway; Sleep apnea; Tonsillectomy; Anesthesia; Polysomnography; Apnea","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005335878,0.0002794765,0.0003111505,0.0005045528,0.000293098,0.0004208696,0.0001709081,0.0002950705,0.0009708632],"category_scores_gemma":[0.002309059,0.00009571043,0.0003881107,0.0003015579,0.0002677484,0.0003024937,0.0004038862,0.0002441806,0.000146389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001988801,"about_ca_system_score_gemma":0.0002107413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005597939,"about_ca_topic_score_gemma":0.001136369,"domain_scores_codex":[0.9997478,0.0000581415,0.00004091905,0.00002420737,0.00007024196,0.00005873817],"domain_scores_gemma":[0.9985203,0.0002457433,0.0007453859,0.0000307364,0.0001432378,0.0003146761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004783016,0.00009772117,0.9924399,0.00003159366,0.00008069909,0.0003232418,0.0001128264,0.0000706063,0.0009021701,0.000006738646,0.0000731761,0.005382918],"study_design_scores_gemma":[0.000009447688,0.0008486393,0.9979135,0.000008371984,0.00002299979,0.0007783881,0.0001235092,0.00008957881,0.0001340482,0.000006652238,0.00006152964,0.000003311466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996371,0.0001702409,0.00002187381,0.00000916225,0.000002663668,0.000003969187,0.00004077091,0.00000127139,0.0001130041],"genre_scores_gemma":[0.9996992,0.00006414178,0.00002809934,0.000008680033,0.000005138313,0.000004124842,0.0001481151,4.052835e-7,0.00004203521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009708632,"threshold_uncertainty_score":0.003247857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03554507801264132,"score_gpt":0.2972233459223475,"score_spread":0.2616782679097062,"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."}}