{"id":"W2026465890","doi":"10.1002/lary.21729","title":"Is overnight monitoring required for adult patients undergoing surgery for obstructive sleep apnea?","year":2011,"lang":"en","type":"review","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Obstructive sleep apnea; Anesthesiology; Perioperative; Respiratory monitoring; Surgery; Anesthesia; Sleep apnea; Respiratory system; 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":[0.0008168093,0.0002606704,0.0007389438,0.0006957335,0.0005643008,0.0008920026,0.0005340053,0.001376538,0.001747829],"category_scores_gemma":[0.009663958,0.0002422654,0.0006037335,0.001206169,0.0005056132,0.001206225,0.0003154592,0.0009608814,0.0003045082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003961348,"about_ca_system_score_gemma":0.0005660429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002002954,"about_ca_topic_score_gemma":0.003969792,"domain_scores_codex":[0.9987627,0.0001978116,0.0003694187,0.0001646307,0.0003471784,0.0001582413],"domain_scores_gemma":[0.9913661,0.002065331,0.004866246,0.0002601537,0.0008287633,0.0006133495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003082852,0.00005312762,0.9641159,0.0002518386,0.00006924122,0.003356108,0.0002142679,0.00005826315,0.0005555173,0.00007173279,0.001193957,0.02975196],"study_design_scores_gemma":[0.00002316242,0.0004244444,0.9757142,0.0005138248,0.0001837283,0.01841489,0.001432273,0.0003246415,0.0004984802,0.0002469474,0.002197607,0.00002584251],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9557111,0.03201214,0.00124577,0.005515352,0.000471641,0.00005659689,0.0005114255,0.00006123507,0.004414698],"genre_scores_gemma":[0.9914601,0.005849455,0.000693342,0.001178041,0.000455659,0.00001503824,0.0002539326,0.000007261881,0.00008724015],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002002954,"threshold_uncertainty_score":0.005847037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08874438904262394,"score_gpt":0.3557037205937369,"score_spread":0.266959331551113,"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."}}