{"id":"W2898583227","doi":"10.1016/j.sleep.2018.10.009","title":"Predictors of CPAP adherence following stroke and transient ischemic attack","year":2018,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Heart and Stroke Foundation; Sunnybrook Health Science Centre","funders":"Canadian Stroke Network","keywords":"Medicine; Continuous positive airway pressure; Obstructive sleep apnea; Stroke (engine); Polysomnography; Logistic regression; Sleep apnea; Internal medicine; Body mass index; Univariate analysis; Physical therapy; Bayesian multivariate linear regression; Cardiology; Multivariate analysis; Apnea; Anesthesia; Regression analysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000447119,0.0002067888,0.0005307213,0.000218138,0.00006746112,0.000004173934,0.0001478815,0.0001087254,0.0007333635],"category_scores_gemma":[0.00038777,0.0001557061,0.00009298196,0.0003459897,0.001007627,0.00009035363,0.0000687486,0.0002854159,0.0000341696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005752052,"about_ca_system_score_gemma":0.00003499353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005427416,"about_ca_topic_score_gemma":0.00001442687,"domain_scores_codex":[0.997843,0.00004910123,0.0004335138,0.0004051258,0.0008584887,0.000410808],"domain_scores_gemma":[0.9987757,0.0001251816,0.00009383956,0.0004154718,0.0002550948,0.0003347659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007199745,0.000189024,0.3281066,0.0003964426,0.0007399629,0.0001064134,0.003510579,5.191322e-7,0.6115891,0.00004384639,0.01075689,0.0438407],"study_design_scores_gemma":[0.03264095,0.019362,0.579008,0.002179511,0.002135074,0.0003339557,0.006744514,0.003008754,0.2683517,0.00002607381,0.0853871,0.0008223047],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653333,0.0009892016,0.0004063597,0.0008482066,0.0006197868,0.0005114017,0.00001147104,0.0000501251,0.03123018],"genre_scores_gemma":[0.9976747,0.00003103594,0.0005020172,0.0001508459,0.0007090103,0.00001525172,0.00001517631,0.00003085479,0.0008711268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3432374,"threshold_uncertainty_score":0.8029816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0289026938712478,"score_gpt":0.3256041648844333,"score_spread":0.2967014710131856,"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."}}