{"id":"W2045285113","doi":"10.1016/j.jsmc.2012.11.004","title":"A Screening Tool of Obstructive Sleep Apnea","year":2012,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Obstructive sleep apnea; Sleep apnea; Sleep (system call); Physical therapy; Internal medicine; Cardiology","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":[0.001254698,0.0007054251,0.0006682141,0.004458866,0.000783761,0.001064668,0.0005212026,0.001191884,0.003486302],"category_scores_gemma":[0.008573269,0.0002961332,0.000808666,0.001574783,0.0002307424,0.001264708,0.0007022976,0.0007858014,0.0006821722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003862565,"about_ca_system_score_gemma":0.0008559859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001782497,"about_ca_topic_score_gemma":0.003754661,"domain_scores_codex":[0.998832,0.000337354,0.000248338,0.0001305986,0.0003054135,0.0001461795],"domain_scores_gemma":[0.9947731,0.002725621,0.0009216211,0.0001197433,0.0008802301,0.0005796665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000345981,0.0004485032,0.9588637,0.000125138,0.0001016244,0.0004690608,0.0002292964,0.0000836539,0.001093725,0.0001822573,0.002905277,0.03515174],"study_design_scores_gemma":[0.00005896618,0.0008797383,0.9918488,0.0001270475,0.0002140449,0.002404483,0.0004483759,0.001067691,0.0009320787,0.0002231619,0.001762862,0.00003285438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799719,0.00226869,0.001448507,0.001266956,0.0003802939,0.0003376061,0.002634899,0.0001443398,0.01154682],"genre_scores_gemma":[0.9908439,0.0005604397,0.004759219,0.000286276,0.0001017142,0.0002440666,0.001125551,0.00000880382,0.002070166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004458866,"threshold_uncertainty_score":0.01166284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05361028444415668,"score_gpt":0.3619198800956979,"score_spread":0.3083095956515413,"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."}}