{"id":"W2131337204","doi":"10.1002/lary.24930","title":"Admission after sleep surgery is unnecessary in patients without cardiovascular disease","year":2014,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Pacu; Body mass index; Complication; Obstructive sleep apnea; Surgery; Sleep apnea; Prospective cohort study; Incidence (geometry); Anesthesia; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007998138,0.0002045681,0.0004624222,0.0001750476,0.0000770996,0.00002612277,0.000183045,0.00007508742,0.000465712],"category_scores_gemma":[0.0005025227,0.0001321777,0.0002993586,0.0003768049,0.0001240384,0.0001414975,0.0001896581,0.0003391942,0.0002834076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009501407,"about_ca_system_score_gemma":0.00004898954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001004922,"about_ca_topic_score_gemma":0.000004144388,"domain_scores_codex":[0.9975511,0.0003857602,0.0002689859,0.0004149154,0.0009197594,0.0004594665],"domain_scores_gemma":[0.9982717,0.0001510044,0.00004334846,0.001034304,0.000126602,0.0003730301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001116815,0.0001914182,0.974282,0.0001224448,0.0001913648,0.00003969385,0.0001175897,0.000007854763,0.00005265131,0.00000522137,0.0004891695,0.02338378],"study_design_scores_gemma":[0.001528516,0.00006559754,0.9862179,0.0001484583,0.0001701636,0.000002130402,0.00001571882,0.0008669908,0.0004356724,0.00007872623,0.01031173,0.0001584498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955962,0.00120772,0.00009116252,0.00121321,0.0001859643,0.0006476727,0.00001213453,0.00004291642,0.001003061],"genre_scores_gemma":[0.9982213,0.00004308169,0.00005537843,0.001077588,0.0001833029,0.00008389501,0.00003217933,0.00005114299,0.000252158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02322533,"threshold_uncertainty_score":0.539005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323646667502615,"score_gpt":0.2550657375347929,"score_spread":0.2418292708597667,"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."}}