{"id":"W1559579325","doi":"10.1002/lary.24720","title":"Redefining the timing of surgery for obstructive sleep apnea in anatomically favorable patients","year":2014,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Continuous positive airway pressure; Obstructive sleep apnea; Epworth Sleepiness Scale; Septoplasty; Apnea–hypopnea index; Sleep apnea; Anesthesia; Surgery; Apnea; Polysomnography; Nose","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":[0.0008152467,0.0001755865,0.00016426,0.0002817991,0.0002779636,0.000394052,0.0002345387,0.0003938263,0.001395778],"category_scores_gemma":[0.003786627,0.0000918907,0.0002580138,0.0003050039,0.0002800374,0.0003700337,0.0002064514,0.0003924574,0.0001285642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001957846,"about_ca_system_score_gemma":0.000520608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008228175,"about_ca_topic_score_gemma":0.0024131,"domain_scores_codex":[0.9997379,0.00009849085,0.00003877626,0.00004199821,0.00004261115,0.00004016986],"domain_scores_gemma":[0.9968912,0.0008325088,0.001709847,0.00005615544,0.0000928064,0.0004175386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006876306,0.0001171475,0.9883425,0.00002975894,0.00001794746,0.00006346648,0.0000546155,0.00009390254,0.001072224,0.00002137895,0.0000963797,0.009403024],"study_design_scores_gemma":[0.00004204571,0.001083776,0.9972891,0.00001970103,0.00003621972,0.0003787439,0.0002059768,0.0003431241,0.0003621616,0.00003259695,0.0002011093,0.000005381096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99887,0.0003761292,0.0001441818,0.0002008656,0.00001762883,0.00001270335,0.00002896295,0.000002038691,0.0003476033],"genre_scores_gemma":[0.9994093,0.000121132,0.0003016153,0.00004046239,0.00003411023,0.000008168581,0.00003260743,7.632416e-7,0.00005196881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001395778,"threshold_uncertainty_score":0.004669368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03402009079227068,"score_gpt":0.29183658956011,"score_spread":0.2578164987678394,"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."}}