{"id":"W2131996083","doi":"10.1164/rccm.200308-1124pp","title":"Access to Diagnosis and Treatment of Patients with Suspected Sleep Apnea","year":2004,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":673,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Sleep apnea; Intensive care medicine; Apnea; MEDLINE; Sleep (system call); Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001151157,0.0001643638,0.0006634488,0.000297125,0.00005533949,0.00001202095,0.0000821554,0.00003008936,0.00005169324],"category_scores_gemma":[0.0006893897,0.0000984441,0.00004367563,0.0004170164,0.001401966,0.0001149368,0.00003431332,0.0001576834,4.63353e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001437394,"about_ca_system_score_gemma":0.00006539412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004597184,"about_ca_topic_score_gemma":0.00001267766,"domain_scores_codex":[0.9985233,0.00008244333,0.0003752548,0.0001971651,0.0005892355,0.0002326288],"domain_scores_gemma":[0.9976505,0.0002998527,0.0001178283,0.0001574592,0.001112112,0.0006622176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001701232,0.0002975683,0.7660918,0.00008610645,0.0001030675,0.0002346411,0.001277537,0.000001749823,0.0002812986,0.0001192753,0.000007547121,0.2297982],"study_design_scores_gemma":[0.007391408,0.07523666,0.9075015,0.0002635409,0.0004033309,0.00006310112,0.004982518,7.434569e-7,0.003087766,0.00003580286,0.0009140681,0.0001196239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948437,0.001636845,0.0002693771,0.002797516,0.00005043118,0.0002748658,0.00001222783,0.000005785468,0.0001092593],"genre_scores_gemma":[0.9985067,0.00004693493,0.0004997842,0.0007364656,0.000178697,0.00001161322,0.000001838486,0.00001730743,7.13087e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296786,"threshold_uncertainty_score":0.51656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401651855034602,"score_gpt":0.3421813158309273,"score_spread":0.3181647972805812,"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."}}