{"id":"W2936883731","doi":"10.1002/lary.27987","title":"Does drug‐induced sleep endoscopy affect surgical outcome? A multicenter study of 326 obstructive sleep apnea patients","year":2019,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Obstructive sleep apnea; Body mass index; Sleep apnea; Blood pressure; Anesthesia; Apnea; Surgery; Internal 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006925457,0.000467285,0.001039811,0.0002574332,0.0001548914,0.00004204102,0.0006260443,0.0001391613,0.000952083],"category_scores_gemma":[0.0002868972,0.0002372952,0.0002701712,0.0005758489,0.0002154975,0.0002364332,0.0005634736,0.0008404288,0.000516502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002014401,"about_ca_system_score_gemma":0.00002728217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004129251,"about_ca_topic_score_gemma":0.00007104152,"domain_scores_codex":[0.9955288,0.0007429086,0.0007642863,0.0007615702,0.001409589,0.0007928478],"domain_scores_gemma":[0.996928,0.0007396445,0.0003067761,0.001312085,0.0004468193,0.0002666361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002397158,0.002305798,0.9822381,0.0001719867,0.0006513121,0.00005966025,0.003789704,0.000005814393,0.005136669,0.00004052187,0.00001671901,0.003186567],"study_design_scores_gemma":[0.02183807,0.0024493,0.9455339,0.00006718364,0.0003700173,0.000007673157,0.00498233,0.0009801472,0.02318033,0.0000234212,0.0002044733,0.0003631238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907042,0.00004169632,0.000005686785,0.0003239809,0.001225172,0.005221458,0.00003752755,0.00008319825,0.002357088],"genre_scores_gemma":[0.9987164,0.000002761135,0.0001361914,0.00009893286,0.0001780848,0.0001393438,0.00002637904,0.00009270401,0.0006092196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03670416,"threshold_uncertainty_score":0.9999612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684599355622055,"score_gpt":0.3089177096574117,"score_spread":0.2920717161011911,"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."}}