{"id":"W4391176116","doi":"10.29390/001c.92080","title":"Positive airway pressure therapy adherence and outcomes in obstructive sleep apnea: An exploratory longitudinal retrospective randomized chart review","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Therapy","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Obstructive sleep apnea; Continuous positive airway pressure; Positive airway pressure; Odds ratio; Randomized controlled trial; Retrospective cohort study; Logistic regression; Sleep apnea; Internal medicine; Longitudinal study; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005928371,0.0004968894,0.00110684,0.001501783,0.0008053074,0.0006785748,0.0005677416,0.0007945615,0.002166928],"category_scores_gemma":[0.008378068,0.0006997059,0.001197231,0.001412806,0.0006242302,0.000797943,0.000648023,0.0004222929,0.0003718412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001135245,"about_ca_system_score_gemma":0.002375588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002354617,"about_ca_topic_score_gemma":0.003044481,"domain_scores_codex":[0.9955308,0.002318142,0.0006354408,0.0007116694,0.000558893,0.0002451549],"domain_scores_gemma":[0.9889778,0.003609075,0.004589953,0.0007399846,0.001368384,0.0007148188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.08728549,0.01771852,0.8536339,0.003165601,0.002289412,0.0007510569,0.001743425,0.0004834499,0.002769116,0.000192359,0.001152622,0.028815],"study_design_scores_gemma":[0.02903596,0.1653277,0.7936891,0.0006662565,0.002999649,0.0009234648,0.001580369,0.001129517,0.001406442,0.0001281377,0.003014098,0.00009928598],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940686,0.001591171,0.0003438593,0.00004427293,0.00001307453,0.002810363,0.0009103326,0.000009648758,0.0002087057],"genre_scores_gemma":[0.9926499,0.0009708601,0.001254668,0.000149457,0.00005157962,0.003574444,0.001124546,0.000003377589,0.0002211447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005928371,"threshold_uncertainty_score":0.03135258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03531546364130039,"score_gpt":0.319259999373647,"score_spread":0.2839445357323466,"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."}}