{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009820061,0.0007028178,0.0007251142,0.00109101,0.0004242053,0.001207971,0.0005518019,0.001639402,0.001709471],"category_scores_gemma":[0.009609266,0.0002617692,0.0004843213,0.000502758,0.0003838028,0.0006819122,0.0004030099,0.001440775,0.0006723361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059171,"about_ca_system_score_gemma":0.0005848979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001724089,"about_ca_topic_score_gemma":0.002186555,"domain_scores_codex":[0.9993935,0.0001613675,0.00008488311,0.00006385846,0.0002017798,0.00009465784],"domain_scores_gemma":[0.9926978,0.004494295,0.0007256642,0.0001958905,0.0008249637,0.001061426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002606779,0.0001621925,0.9939352,0.00001203361,0.00003947067,0.000110578,0.00001858401,0.0002172076,0.0003072228,0.00002865477,0.000246127,0.004662086],"study_design_scores_gemma":[0.00003925518,0.0005747716,0.99002,0.00002341842,0.0001299499,0.000984678,0.0001611812,0.006859528,0.0006515948,0.0001454158,0.00039713,0.00001293615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955591,0.0008401475,0.0005896875,0.0002341221,0.00009290574,0.00003564518,0.0003019841,0.00002552874,0.002320913],"genre_scores_gemma":[0.9984504,0.0002336008,0.0005499888,0.00005008386,0.00009155499,0.0000213727,0.0003233202,0.000004765952,0.0002748936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001724089,"threshold_uncertainty_score":0.005718708,"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."}}