{"id":"W2332495022","doi":"10.5665/sleep.1026","title":"The Demise of Portable Monitoring to Diagnose OSA? Not So Fast!","year":2011,"lang":"en","type":"letter","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Demise; Medicine; Political science","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":[0.005136625,0.001024655,0.001595148,0.001057059,0.003021273,0.003331752,0.001976949,0.05617354,0.005944596],"category_scores_gemma":[0.04093526,0.0007984876,0.001751721,0.0007452985,0.003916745,0.009399541,0.001493759,0.05381035,0.00434733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003337235,"about_ca_system_score_gemma":0.002521942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00594784,"about_ca_topic_score_gemma":0.009452005,"domain_scores_codex":[0.9955425,0.001679944,0.0006857725,0.0005289129,0.001148406,0.0004145677],"domain_scores_gemma":[0.9833012,0.008578548,0.001034019,0.0006434461,0.004072411,0.002370428],"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":[0.000123186,0.00008075436,0.002505976,0.0001702014,0.00005358668,0.008603721,0.0002627842,0.0001486594,0.0004114013,0.003285786,0.9592646,0.02508941],"study_design_scores_gemma":[0.0002892576,0.0002814862,0.004203958,0.001945243,0.0001334393,0.02597513,0.002025491,0.001217744,0.0004370534,0.02250478,0.9407234,0.000263057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003609902,0.002288092,0.0001083494,0.9863206,0.009495215,0.000003997577,0.00001528117,0.00001279972,0.001394678],"genre_scores_gemma":[0.005605394,0.003970572,0.0005972023,0.9099985,0.07686958,0.00001977544,0.00002305462,0.00002089018,0.002895065],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05617354,"threshold_uncertainty_score":0.02716541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03459581137005681,"score_gpt":0.306592998055003,"score_spread":0.2719971866849462,"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."}}