{"id":"W2608716163","doi":"10.1093/sleepj/zsx050.520","title":"0521 IMPACT OF MASK TYPE ON CONTINUOUS POSITIVE AIRWAY PRESSURE EFFICACY AND COMPLIANCE: A META-ANALYSIS","year":2017,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Continuous positive airway pressure; Meta-analysis; Obstructive sleep apnea; Subgroup analysis; Odds ratio; Randomized controlled trial; Sleep apnea; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002025011,0.0001953992,0.001061103,0.0001923104,0.0001520075,0.0000521729,0.0002165915,0.00008784762,0.001051558],"category_scores_gemma":[0.0004352936,0.0001334104,0.0006462539,0.0002045421,0.0003120199,0.00008348356,0.0001268198,0.0002521505,0.00004802909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004153928,"about_ca_system_score_gemma":0.00002234247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003190814,"about_ca_topic_score_gemma":0.00001302835,"domain_scores_codex":[0.9985762,0.00009651538,0.0002169468,0.0003709775,0.0004537759,0.0002855498],"domain_scores_gemma":[0.9981018,0.0001365344,0.000219542,0.0009529386,0.0003966263,0.0001925114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"observational","study_design_scores_codex":[0.007523929,0.001402134,0.2548966,0.0002110127,0.6838006,0.000268098,0.001306263,0.0003730131,0.02297342,0.0008030051,0.0004503646,0.02599162],"study_design_scores_gemma":[0.002472953,0.002131948,0.896815,0.00001461127,0.09216513,0.00001491983,0.00004995192,0.001667574,0.004370227,0.00004589503,0.00008886569,0.0001629281],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854974,0.002386363,0.0001015466,0.0006425667,0.00006226213,0.0008079226,0.0002017345,0.00002397221,0.01027622],"genre_scores_gemma":[0.998764,0.00001816176,0.0002267576,0.00003217563,0.00004907607,0.000008578792,0.00002262762,0.00002056916,0.0008580965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6419184,"threshold_uncertainty_score":0.9998616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08894048279951831,"score_gpt":0.4010616038330434,"score_spread":0.3121211210335251,"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."}}