{"id":"W2334860303","doi":"10.1097/01.sa.0000480651.45437.9f","title":"Identifying Obstructive Sleep Apnea in Administrative Data","year":2016,"lang":"en","type":"article","venue":"Survey of Anesthesiology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Kelowna General Hospital; Ottawa Hospital; Toronto General Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Obstructive sleep apnea; Perioperative; Intensive care medicine; Emergency medicine; Internal medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.001698835,0.0001766437,0.0005960717,0.0002819133,0.00003157141,0.000004975143,0.0005144277,0.0001798901,0.0002536914],"category_scores_gemma":[0.003300437,0.0001205485,0.00004400315,0.0004064576,0.0007222623,0.0001931539,0.0002604347,0.0002114907,0.00007348419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008142178,"about_ca_system_score_gemma":0.0001224491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006365268,"about_ca_topic_score_gemma":0.0007669044,"domain_scores_codex":[0.9972661,0.0009294905,0.0004766309,0.0006194432,0.0002799614,0.0004283429],"domain_scores_gemma":[0.9967056,0.001682887,0.0001679301,0.0009993543,0.0003168344,0.0001273778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001069807,0.0001231621,0.9321145,0.00003691758,0.00008279616,0.0001892224,0.0001431554,1.534367e-7,0.01427312,0.0002422277,0.00002316205,0.05170174],"study_design_scores_gemma":[0.001471724,0.0005468046,0.989622,0.00004282841,0.00001567273,0.0001214247,0.0002032458,0.00004604037,0.007275615,0.0004602823,0.0000703753,0.0001240057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980427,0.0001610651,0.0003369073,0.0003240772,0.0001079132,0.0003560582,0.0001300059,0.00002102295,0.0005202251],"genre_scores_gemma":[0.998624,0.00001833503,0.001036186,0.00003608104,0.00003738646,0.00001176951,0.0001285194,0.00002393686,0.00008380274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05750744,"threshold_uncertainty_score":0.4915825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1714462814911211,"score_gpt":0.3933667127519734,"score_spread":0.2219204312608523,"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."}}