{"id":"W2554174297","doi":"10.1183/13993003.congress-2016.pa2314","title":"Over diagnosis of sleep apnoea: A comparison of three common ambulatory sleep polygraphs","year":2016,"lang":"en","type":"article","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Medicine; Ambulatory; Sleep (system call); Sleep study; Polysomnography; Emergency medicine; Pediatrics; Internal medicine; Apnea","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004291178,0.0004044698,0.0004920752,0.0030092,0.0004796594,0.001041871,0.0006960174,0.0005283767,0.0007198817],"category_scores_gemma":[0.01416232,0.0001893475,0.0007604974,0.002377383,0.0004656958,0.0005221748,0.001035191,0.0003323849,0.0001510069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163775,"about_ca_system_score_gemma":0.0007894318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01964002,"about_ca_topic_score_gemma":0.03150409,"domain_scores_codex":[0.9951179,0.001242187,0.0007231021,0.0006720611,0.001934882,0.0003097869],"domain_scores_gemma":[0.986886,0.004604667,0.004545571,0.0006755625,0.002489845,0.000798257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002849738,0.00001573789,0.9946312,0.00003146931,0.0001371131,0.00003585154,0.0001614864,0.00003550524,0.0001953097,0.00001826564,0.00005678733,0.004396352],"study_design_scores_gemma":[0.000009144491,0.0001279582,0.9990658,0.000009074912,0.00005235396,0.0001267792,0.0002020926,0.0001955796,0.00009336948,0.00001162994,0.0001027809,0.000003515701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977053,0.0005872863,0.0003234035,0.00003176855,0.00001455994,0.00003919624,0.0005403474,0.00001224504,0.0007461058],"genre_scores_gemma":[0.9984066,0.0001906471,0.0004459183,0.00002567171,0.00001294019,0.00002154573,0.000797906,0.000005543119,0.00009313842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01964002,"threshold_uncertainty_score":0.03905141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03258343356404295,"score_gpt":0.3317945686371213,"score_spread":0.2992111350730784,"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."}}