{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006441207,0.0005982123,0.001928467,0.0006461703,0.00007043614,0.00001162692,0.0005995625,0.0008849556,0.0003565514],"category_scores_gemma":[0.01318926,0.0003988093,0.0002185059,0.0003345036,0.001388483,0.0002567509,0.00045107,0.001774103,0.0001400653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002953262,"about_ca_system_score_gemma":0.0001982292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001277993,"about_ca_topic_score_gemma":0.00002559571,"domain_scores_codex":[0.9952559,0.0008148932,0.001109703,0.001099769,0.0007769988,0.0009427327],"domain_scores_gemma":[0.9832444,0.01403389,0.0006709573,0.001118487,0.0008217554,0.0001105194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003982635,0.0008311051,0.7903669,0.008037723,0.004660633,0.01639839,0.001809724,0.00001288982,0.02646911,0.0012684,0.0960957,0.05006682],"study_design_scores_gemma":[0.009140575,0.003716185,0.8503873,0.002865079,0.001484218,0.0009412867,0.0004978877,0.0000735829,0.02758273,0.005048001,0.09622777,0.002035346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8335266,0.001531009,0.0000170571,0.1618427,0.0006517138,0.001805275,0.0005039264,0.00005395921,0.00006782197],"genre_scores_gemma":[0.6900282,0.003822438,0.005476935,0.2813212,0.01204827,0.001530643,0.004531382,0.0003832618,0.0008576889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1434984,"threshold_uncertainty_score":0.9998464,"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."}}