{"id":"W2979951488","doi":"10.1016/j.cjca.2019.07.062","title":"BENEFITS OF SLEEP APNEA SCREENING FOR RAPID ASSESSMENT AND MANAGEMENT OF DISEASE PROCESSES IN CARDIOVASCULAR PATIENTS","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakeridge Health","funders":"","keywords":"Medicine; Obstructive sleep apnea; Sleep apnea; Sleep study; Apnea; Atrial fibrillation; Coronary artery disease; Nasal cannula; Cardiology; Apnea–hypopnea index; Internal medicine; Sleep (system call); Polysomnography; Intensive care medicine; Physical therapy; Cannula; Surgery","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":[0.002383693,0.0006621939,0.000879447,0.0007890005,0.0007166666,0.001160745,0.0003785679,0.001504699,0.00482966],"category_scores_gemma":[0.02098205,0.0002483951,0.001042227,0.0003880685,0.0002431946,0.0009956578,0.0007808823,0.001216738,0.0004297353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008134856,"about_ca_system_score_gemma":0.002405569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009755275,"about_ca_topic_score_gemma":0.02031945,"domain_scores_codex":[0.9984668,0.0007561851,0.0001254897,0.00009687276,0.0004007227,0.0001538914],"domain_scores_gemma":[0.9897357,0.006009622,0.0008307421,0.0003077073,0.001471089,0.001645196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01223697,0.004767242,0.4878559,0.001002593,0.0008258013,0.001167813,0.000393023,0.002712683,0.002017557,0.001373157,0.01390887,0.4717383],"study_design_scores_gemma":[0.0008480366,0.003278214,0.9805566,0.0007865711,0.001026936,0.0008217532,0.0004040638,0.004123378,0.0005227781,0.001879623,0.005687229,0.00006476744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8559802,0.03853459,0.001658525,0.04063881,0.002358426,0.0006341712,0.00141807,0.000166369,0.05861066],"genre_scores_gemma":[0.9891258,0.003780061,0.0021844,0.001694558,0.001865673,0.00007780339,0.0002754214,0.000009815541,0.0009865899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009755275,"threshold_uncertainty_score":0.01939702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212929467500066,"score_gpt":0.2771328546842036,"score_spread":0.255839907934197,"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."}}