{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004270696,0.0003508376,0.0006004146,0.0002395436,0.0001860754,0.00005255429,0.0006098988,0.0005083227,0.0004229815],"category_scores_gemma":[0.0007499702,0.0002508283,0.0002445285,0.0003081163,0.0002541991,0.00006811402,0.0003368345,0.001999037,0.0003492743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960378,"about_ca_system_score_gemma":0.00008883269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00041206,"about_ca_topic_score_gemma":0.000009557949,"domain_scores_codex":[0.99685,0.00009515465,0.000504263,0.0005290615,0.001148434,0.0008730469],"domain_scores_gemma":[0.9974666,0.000385667,0.0002045843,0.001240429,0.0004694594,0.0002332121],"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":[0.0006417279,0.0002365721,0.07383382,0.001039185,0.001263601,0.002595817,0.00211218,0.000005022664,0.008539157,0.00007827856,0.727969,0.1816856],"study_design_scores_gemma":[0.0007963876,0.0002942201,0.01019952,0.0002564982,0.0002593641,0.00003214686,0.0001362777,0.00001189533,0.04822834,0.00005695443,0.9394139,0.0003144931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1546876,0.003914973,0.0003645948,0.8004197,0.007250191,0.005314461,0.0002622122,0.0002703249,0.02751594],"genre_scores_gemma":[0.5401159,0.0008917871,0.005106013,0.3492997,0.04452153,0.001882549,0.0003929311,0.001158741,0.05663085],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.45112,"threshold_uncertainty_score":0.9999944,"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."}}