{"id":"W2908398233","doi":"10.2196/cardio.9894","title":"Mobile Health for Central Sleep Apnea Screening Among Patients With Stable Heart Failure: Single-Cohort, Open, Prospective Trial","year":2018,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Interquartile range; Central sleep apnea; Polysomnography; Sleep apnea; Heart failure; Pulse oximetry; Body mass index; Apnea; Population; Cardiology; Obstructive sleep apnea; Internal medicine; Physical therapy; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002481559,0.001446209,0.002349064,0.0004822377,0.0007208724,0.001779179,0.0007179237,0.002927929,0.005404373],"category_scores_gemma":[0.003901926,0.0006155589,0.002993674,0.0004938773,0.0009248256,0.001463139,0.0006732486,0.002008032,0.0006940772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005221867,"about_ca_system_score_gemma":0.001005563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100343,"about_ca_topic_score_gemma":0.0014245,"domain_scores_codex":[0.9989569,0.0004668838,0.000100157,0.000224949,0.00008122707,0.0001698165],"domain_scores_gemma":[0.9977099,0.0007132326,0.0006231346,0.0002156764,0.0001888941,0.0005492608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9421531,0.010752,0.02609004,0.001313166,0.003936697,0.00009960432,0.000121139,0.0001616158,0.000744759,0.0001045712,0.0008276596,0.01369567],"study_design_scores_gemma":[0.7482573,0.178378,0.06268008,0.0004958375,0.006797743,0.0001466645,0.0001766456,0.001187464,0.0003861693,0.0003246362,0.00110922,0.00006026163],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988991,0.006477087,0.0002835686,0.0005199081,0.0004177559,0.001878652,0.0006055594,0.00003537687,0.0007910353],"genre_scores_gemma":[0.9929408,0.001868747,0.0005754281,0.0006992733,0.0007486847,0.001987348,0.0005334151,0.000007552017,0.0006387481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005404373,"threshold_uncertainty_score":0.01807946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122577032991807,"score_gpt":0.3095569815648981,"score_spread":0.28833121123498,"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."}}