{"id":"W2900253513","doi":"10.1503/cmaj.70459","title":"Treatment options for obstructive sleep apnea","year":2018,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Inland Hospital","funders":"","keywords":"Throat; Obstructive sleep apnea; Ear nose and throat; Gold standard (test); Medicine; Sleep apnea; Nose; Sleep apnea syndromes; Sleep (system call); Continuous positive airway pressure; Apnea; Anesthesia; Surgery; Computer science; Internal medicine; Polysomnography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001146691,0.0005524621,0.0007797534,0.001231599,0.001611758,0.001106264,0.001214839,0.008005198,0.00830879],"category_scores_gemma":[0.0059019,0.0002372036,0.001030305,0.0004457537,0.001472206,0.002972164,0.001002381,0.01559506,0.003695716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053539,"about_ca_system_score_gemma":0.00102542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000992597,"about_ca_topic_score_gemma":0.00344204,"domain_scores_codex":[0.999149,0.000210414,0.00009403766,0.00009961175,0.000344003,0.0001029146],"domain_scores_gemma":[0.9982783,0.0009175661,0.0001752895,0.00005127534,0.0002630503,0.0003145978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006423507,0.00009779391,0.001564565,0.0007720728,0.00004050784,0.01214627,0.0002030676,0.0001558926,0.0005278311,0.007896628,0.8526924,0.1238387],"study_design_scores_gemma":[0.000114968,0.0001710211,0.00151874,0.003994731,0.0000481856,0.07386903,0.0003963115,0.0003268478,0.0002485641,0.02032929,0.8989192,0.00006306123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0008763626,0.1026939,0.0006707285,0.8538017,0.02845168,0.00001893486,0.00005749919,0.00006778078,0.01336135],"genre_scores_gemma":[0.01732397,0.1278316,0.001652155,0.6575459,0.1849835,0.00007886832,0.0001613008,0.00004369902,0.01037908],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.00830879,"threshold_uncertainty_score":0.02779567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900864186242711,"score_gpt":0.2939820966874976,"score_spread":0.2749734548250705,"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."}}