{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007041342,0.0008431756,0.00272705,0.0003754631,0.0004623502,0.00008172586,0.0006525464,0.0005561108,0.00009568487],"category_scores_gemma":[0.003297954,0.0005681386,0.001635792,0.0005254453,0.0002354436,0.0002552662,0.0003197656,0.0006890317,0.0001379862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006805079,"about_ca_system_score_gemma":0.0004229078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003733545,"about_ca_topic_score_gemma":0.000006814522,"domain_scores_codex":[0.9957311,0.0002656618,0.001122034,0.001030539,0.0006798705,0.001170849],"domain_scores_gemma":[0.9919248,0.004446648,0.0007953541,0.001222505,0.00131142,0.0002992668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005235672,0.0002013983,0.001319545,0.03953483,0.002243633,0.00000784742,0.0004295229,5.306046e-8,0.000003373885,0.0003917657,0.001764258,0.9535802],"study_design_scores_gemma":[0.003682311,0.0008346346,0.0008615729,0.02147808,0.005475027,0.00004344804,0.0002261456,0.00005539306,0.0003837043,0.0008037269,0.9648882,0.001267809],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008590009,0.9835659,0.0008338168,0.0001474389,0.002675045,0.009906744,0.000804953,0.0001388933,0.001068236],"genre_scores_gemma":[0.0005591997,0.9903235,0.001966754,0.0001647811,0.001986789,0.002851749,0.0005389737,0.0004621579,0.001146024],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9631239,"threshold_uncertainty_score":0.999677,"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."}}