{"id":"W2025521633","doi":"10.1016/j.jsmc.2012.11.006","title":"Obesity Hypoventilation Syndrome and Anesthesia","year":2012,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"National Heart, Lung, and Blood Institute","keywords":"Obesity hypoventilation syndrome; Medicine; Perioperative; Obesity; Intensive care medicine; Hypoventilation; Anesthesia; Internal medicine; Respiratory system","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":[],"consensus_categories":[],"category_scores_codex":[0.001288861,0.0001868588,0.0004642425,0.0001917076,0.00009758587,0.00000715211,0.0000889914,0.000159226,0.0004753955],"category_scores_gemma":[0.0007266957,0.0001475867,0.00006788757,0.0003030679,0.0003649331,0.0001987388,0.00006319411,0.0004068618,0.0001980794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007785277,"about_ca_system_score_gemma":0.00001846468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001210595,"about_ca_topic_score_gemma":0.000001019324,"domain_scores_codex":[0.9980822,0.00009483442,0.0004405973,0.0002879197,0.0006071196,0.0004872951],"domain_scores_gemma":[0.9984474,0.0002928647,0.0001232098,0.0004149627,0.0001664499,0.0005551621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001367256,0.0003261118,0.9628754,0.0001517157,0.0001071852,0.0001679528,0.0004160694,3.474267e-7,0.000462561,0.0009192754,0.0005052592,0.03393143],"study_design_scores_gemma":[0.002313899,0.0007158982,0.9834722,0.00008747917,0.0002623659,0.002099097,0.000339125,0.0005820842,0.0001127211,0.0002453876,0.009623548,0.0001461499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990495,0.002015482,0.0004257829,0.004713533,0.0003670641,0.0005015266,0.00000163512,0.00007965104,0.001400361],"genre_scores_gemma":[0.9969244,0.0001372485,0.0008539638,0.001026887,0.0006099412,0.00001237995,0.00004059411,0.00003451461,0.0003600571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03378528,"threshold_uncertainty_score":0.6018413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515002837337946,"score_gpt":0.3416860700602884,"score_spread":0.306536041686909,"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."}}