{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002630757,0.0004740409,0.0007004307,0.0004337658,0.0004851505,0.0005099171,0.0002941556,0.0007433536,0.001230872],"category_scores_gemma":[0.003308323,0.0003996723,0.0007666682,0.0004786646,0.000574572,0.0004808474,0.0004251885,0.0004361231,0.0002767145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002782314,"about_ca_system_score_gemma":0.0004027777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004794734,"about_ca_topic_score_gemma":0.0008547552,"domain_scores_codex":[0.9985329,0.0007954618,0.0001827644,0.0002172692,0.000149764,0.0001219516],"domain_scores_gemma":[0.9971743,0.0006545099,0.001252855,0.0002549055,0.0001510561,0.000512437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01563857,0.001920346,0.9752758,0.0000927923,0.0004962644,0.0001738136,0.0001610775,0.00009004044,0.001852721,0.00003002678,0.000109199,0.004159454],"study_design_scores_gemma":[0.004729477,0.02880558,0.9636901,0.00003504235,0.0004880574,0.0005909552,0.0002390482,0.0003569323,0.0004581619,0.00003594181,0.0005461607,0.00002454548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995599,0.0001891672,0.00004314521,0.00001840748,0.000005457382,0.0000476012,0.00006115596,8.404326e-7,0.00007428062],"genre_scores_gemma":[0.9994204,0.0001080573,0.0001109002,0.00006239462,0.00002433594,0.00005986393,0.0001706367,8.214516e-7,0.0000427092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002630757,"threshold_uncertainty_score":0.01391292,"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."}}