{"id":"W2341781721","doi":"10.1097/aln.0000000000001037","title":"Suboptimal Diagnostic Accuracy of Obstructive Sleep Apnea in One Database Does Not Invalidate Previous Observational Studies","year":2016,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Obstructive sleep apnea; Observational study; Intensive care medicine; Sleep apnea; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2056705,0.000888543,0.002549812,0.006807973,0.002911691,0.008190857,0.00684021,0.003374944,0.002758236],"category_scores_gemma":[0.6467654,0.001360321,0.003110531,0.01076098,0.003456638,0.007804634,0.005308873,0.003007141,0.001070509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002887921,"about_ca_system_score_gemma":0.003660544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01153432,"about_ca_topic_score_gemma":0.01120244,"domain_scores_codex":[0.6823416,0.185241,0.05826509,0.03524753,0.03341396,0.005490824],"domain_scores_gemma":[0.1648208,0.5237765,0.125914,0.1267856,0.05443545,0.004267629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000591369,0.000118745,0.9743564,0.001031378,0.00517987,0.0002070094,0.001657626,0.0003085196,0.0001038715,0.001189399,0.004535708,0.01072008],"study_design_scores_gemma":[0.0003665987,0.0007652028,0.9461678,0.003587631,0.007031696,0.002326905,0.003044729,0.006614805,0.001177133,0.006468238,0.02212363,0.0003256863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.851819,0.02995623,0.03277571,0.02543125,0.006458363,0.001157724,0.0251255,0.0004560782,0.02682014],"genre_scores_gemma":[0.9812453,0.0009888812,0.006887107,0.004861529,0.001026595,0.0002597836,0.004366037,0.000116305,0.0002485724],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2056705,"threshold_uncertainty_score":0.9795497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1151940645798638,"score_gpt":0.3534128491081546,"score_spread":0.2382187845282908,"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."}}