{"id":"W2072798373","doi":"10.1016/j.sleep.2014.01.009","title":"Insights into obstructive sleep apnea research","year":2014,"lang":"en","type":"review","venue":"Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; Providence Health Care; University of British Columbia","funders":"","keywords":"Obstructive sleep apnea; Sleep apnea; Medicine; Sleep (system call); Physical medicine and rehabilitation; Psychology; Computer science; Cardiology","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":[0.002828647,0.001801136,0.003677948,0.009443387,0.0004962021,0.002791621,0.001125505,0.002594948,0.007526193],"category_scores_gemma":[0.006228209,0.0006750489,0.00163579,0.009136112,0.001354662,0.004118105,0.002394006,0.003026802,0.001566184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001732673,"about_ca_system_score_gemma":0.005481203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002383137,"about_ca_topic_score_gemma":0.006516199,"domain_scores_codex":[0.9989189,0.0002668988,0.0002695808,0.0001356265,0.0003169227,0.00009217666],"domain_scores_gemma":[0.9959857,0.002719304,0.000463541,0.00007523443,0.0005574173,0.0001987408],"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":[0.0001503322,0.00007575674,0.0003404685,0.1102991,0.0005327985,0.0002101642,0.0001628664,0.0002132476,0.0005146611,0.003545058,0.03509847,0.8488571],"study_design_scores_gemma":[0.0001205227,0.0001364916,0.001862637,0.0917997,0.001672902,0.001029156,0.0003395677,0.0001217017,0.0002131817,0.005755319,0.8968934,0.00005546675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001739335,0.999341,0.00002124289,0.0002465108,0.0001716098,0.000002263607,0.000008849155,0.000001733076,0.0001894021],"genre_scores_gemma":[0.0002598679,0.9989712,0.00008371571,0.0003133894,0.0002438683,0.000003798494,0.00001087564,6.057037e-7,0.0001126662],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009443387,"threshold_uncertainty_score":0.0251776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08784749214512301,"score_gpt":0.425422854926119,"score_spread":0.337575362780996,"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."}}