{"id":"W1964744795","doi":"10.1164/ajrccm.169.6.952","title":"Decision Rules for Diagnosis of Sleep Apnea","year":2004,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Sleep apnea; Apnea; Sleep (system call); Intensive care medicine; Sleep apnea syndromes; Polysomnography; Internal medicine","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":[0.009962177,0.0007882831,0.001712059,0.002749655,0.001293135,0.003159801,0.002697745,0.004178242,0.004183317],"category_scores_gemma":[0.08225841,0.0005417205,0.00170438,0.0009759208,0.001055675,0.001907355,0.0009185195,0.006203417,0.00146693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677734,"about_ca_system_score_gemma":0.002459957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004887815,"about_ca_topic_score_gemma":0.008849951,"domain_scores_codex":[0.9938577,0.003033195,0.001131909,0.0003158135,0.001348949,0.0003123712],"domain_scores_gemma":[0.9157672,0.07336172,0.001386839,0.001144848,0.007229534,0.001109788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00207168,0.000667745,0.03182818,0.001172072,0.0006203677,0.009660332,0.0007342303,0.0453354,0.001455013,0.05003132,0.4263924,0.4300313],"study_design_scores_gemma":[0.002502263,0.0004693952,0.009266664,0.003292026,0.0010448,0.01454771,0.0008188966,0.4732575,0.004240735,0.3275081,0.1627945,0.0002574618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06970066,0.01738509,0.3551134,0.4650705,0.01768772,0.001904699,0.005439008,0.002763775,0.06493521],"genre_scores_gemma":[0.5567266,0.005989905,0.3871025,0.03148063,0.009264897,0.0008705786,0.002830101,0.0001574427,0.005577415],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009962177,"threshold_uncertainty_score":0.05268562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767893444066172,"score_gpt":0.3531370583888309,"score_spread":0.3254581239481692,"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."}}