{"id":"W2053872961","doi":"10.1378/chest.117.4.1061","title":"Predicting Effective Continuous Positive Airway Pressure","year":2000,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Continuous positive airway pressure; Anesthesia; Apnea; Sleep apnea; Positive pressure; Obstructive sleep apnea","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004743694,0.0001775295,0.000332735,0.0001207178,0.0002607058,0.00008039957,0.0001400413,0.0001209664,0.002909344],"category_scores_gemma":[0.0003189583,0.0001431567,0.000158555,0.0002011804,0.0001658259,0.0002033818,0.00003406973,0.001155761,0.0002225093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001521142,"about_ca_system_score_gemma":0.00006198554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001482436,"about_ca_topic_score_gemma":0.000001373159,"domain_scores_codex":[0.9982827,0.000168114,0.0002622472,0.0002488029,0.0005573363,0.0004807423],"domain_scores_gemma":[0.9987898,0.0001892695,0.00009026498,0.0001924032,0.0003376897,0.0004005526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001804894,0.0004802425,0.3224499,0.0001979443,0.001307711,0.001643258,0.002767124,0.00005421466,0.02375012,0.00004886174,0.0008796849,0.6446161],"study_design_scores_gemma":[0.005757341,0.001734086,0.9228097,0.0003585097,0.0004623831,0.00744119,0.0005948703,0.001323241,0.04346063,0.0001496637,0.01562544,0.0002829906],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555238,0.0009392853,0.0002414363,0.0007908475,0.0002002345,0.0006271202,0.00001459318,0.00005946345,0.04160322],"genre_scores_gemma":[0.994691,0.00004535771,0.0006427919,0.0001223147,0.001178507,0.00001671252,0.000005219115,0.00003842946,0.003259674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6443331,"threshold_uncertainty_score":0.9980021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007923715376811687,"score_gpt":0.2752555613459332,"score_spread":0.2673318459691215,"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."}}