{"id":"W4283690254","doi":"10.1371/journal.pone.0269112","title":"Association of obstructive sleep apnea and opioids use on adverse health outcomes: A population study of health administrative data","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Calgary; Sunnybrook Health Science Centre; University Health Network; University of Toronto; Health Sciences Centre; Ottawa Hospital; University of Ottawa","funders":"University of California, San Diego; ResMed; Physicians' Services Incorporated Foundation; LivaNova; National Institutes of Health; Jazz Pharmaceuticals","keywords":"Obstructive sleep apnea; Medicine; Sleep apnea; Association (psychology); MEDLINE; Emergency medicine; Population; Environmental health; Internal medicine; Psychology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003721833,0.0004769673,0.0004926458,0.001930842,0.001224806,0.001141544,0.001457765,0.0004996303,0.0007682494],"category_scores_gemma":[0.01049928,0.0005443951,0.001211168,0.004671211,0.001086927,0.0006294951,0.0013282,0.0006526647,0.0001012191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00317426,"about_ca_system_score_gemma":0.006040961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.506717,"about_ca_topic_score_gemma":0.4980791,"domain_scores_codex":[0.9945555,0.002006862,0.0006427872,0.0008572438,0.001275147,0.0006624797],"domain_scores_gemma":[0.9909025,0.001409623,0.004588235,0.001221398,0.001200495,0.0006777448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003597482,0.00001417603,0.9992217,0.00001634146,0.0001717595,0.00002198008,0.00007753521,0.00005199871,0.00005135513,0.00002843097,0.000068195,0.0002405517],"study_design_scores_gemma":[0.00001157321,0.0000483224,0.9988973,0.00001584179,0.0001021477,0.00006881786,0.0001778756,0.0003544709,0.00003437752,0.00003035629,0.0002528653,0.000005840721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938495,0.000433025,0.0007347741,0.0001800011,0.00001218799,0.0001071135,0.004062498,0.00001395933,0.0006070176],"genre_scores_gemma":[0.9977701,0.0001320997,0.0005116488,0.00006487444,0.00001191598,0.00006891394,0.001360617,0.000003504184,0.00007638372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.506717,"threshold_uncertainty_score":0.9923761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1783216191170234,"score_gpt":0.3817416322768515,"score_spread":0.2034200131598281,"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."}}