{"id":"W4414564749","doi":"10.1093/sleep/zsaf297","title":"Obesity hypoventilation syndrome in the era of glucagon-like peptide-1 receptor agonists and sodium-glucose co-transporter-2 inhibitors: limitations of serum bicarbonate as a screening tool","year":2025,"lang":"en","type":"article","venue":"SLEEP","topic":"Neuroscience of respiration and sleep","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Obesity; Obesity hypoventilation syndrome; Receptor; Hypoventilation; Bicarbonate; Hypoxia (environmental)","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":[0.004914648,0.0007994648,0.002580947,0.0009220923,0.0003210081,0.001994547,0.0007951137,0.001759521,0.001730013],"category_scores_gemma":[0.00942713,0.0001768045,0.0008493885,0.0009129398,0.000702148,0.001862739,0.0007987695,0.003346228,0.0004380992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005902225,"about_ca_system_score_gemma":0.001539631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001317559,"about_ca_topic_score_gemma":0.002535875,"domain_scores_codex":[0.9985146,0.0005839118,0.0002512682,0.000175778,0.0003287337,0.0001456574],"domain_scores_gemma":[0.9927025,0.004424432,0.0008511411,0.0001867002,0.001116981,0.0007183222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003560788,0.0004577443,0.4860409,0.001686195,0.001007054,0.008596834,0.000357676,0.0008522171,0.002862861,0.005418241,0.03208679,0.4570727],"study_design_scores_gemma":[0.001348014,0.004196254,0.7522433,0.01185174,0.003452674,0.05513648,0.003239359,0.01126016,0.003180181,0.0272745,0.1264763,0.0003410419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.260399,0.5290987,0.006956861,0.1489902,0.009328736,0.0001701896,0.001450331,0.00024745,0.04335851],"genre_scores_gemma":[0.7271089,0.1903469,0.008040332,0.03650543,0.03404692,0.0002006494,0.001064147,0.00008309736,0.002603574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004914648,"threshold_uncertainty_score":0.02599144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03362135896125183,"score_gpt":0.2688869403249999,"score_spread":0.235265581363748,"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."}}