{"id":"W4286483915","doi":"10.1016/j.sleep.2022.05.740","title":"Sleep Apnea, CPAP and Me","year":2022,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Sleep apnea; Sleep (system call); Medicine; Continuous positive airway pressure; Apnea; Obstructive sleep apnea; Anesthesia; Computer science","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":[0.0005307852,0.0005211085,0.000557035,0.0008381364,0.0004909692,0.001774102,0.0004372534,0.001703256,0.006822792],"category_scores_gemma":[0.001640426,0.0001597997,0.0004610922,0.0009380851,0.0008536795,0.001342657,0.00064148,0.00204184,0.0004381376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006526635,"about_ca_system_score_gemma":0.001416757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00490602,"about_ca_topic_score_gemma":0.01109849,"domain_scores_codex":[0.9997256,0.00007378265,0.00003045822,0.00004517664,0.0000895632,0.00003520958],"domain_scores_gemma":[0.9992064,0.0003802393,0.0001872797,0.00002903837,0.00007794318,0.0001192755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002711625,0.0008031136,0.06802201,0.004478312,0.0007662798,0.003038371,0.0005111165,0.0007786821,0.005025287,0.03807379,0.02465478,0.8511367],"study_design_scores_gemma":[0.0002096774,0.002225143,0.714691,0.005732492,0.000576572,0.01278348,0.002841634,0.00151448,0.0009221902,0.05967531,0.198685,0.0001431527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.04143684,0.9004398,0.0005402939,0.02155539,0.003088536,0.00003277792,0.0002188261,0.00002164045,0.032666],"genre_scores_gemma":[0.3276274,0.6347125,0.001204883,0.007168233,0.01477829,0.00006385185,0.0002276568,0.00001658286,0.01420056],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006822792,"threshold_uncertainty_score":0.02282453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04100738413492469,"score_gpt":0.3040957983155558,"score_spread":0.2630884141806311,"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."}}