{"id":"W2105863430","doi":"10.1016/j.jsmc.2014.05.005","title":"Obesity Hypoventilation Syndrome and Anesthesia Considerations","year":2014,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Hypoventilation; Obesity hypoventilation syndrome; Obstructive sleep apnea; Intensive care medicine; Obesity; Anesthesia; Intubation; Airway management; Hypoxemia; Sleep apnea; 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":[0.001118634,0.0001724694,0.0004706852,0.0001928192,0.0001645506,0.0000157349,0.00006000828,0.0001405705,0.0005101901],"category_scores_gemma":[0.002356805,0.0001421006,0.00006021909,0.0002081105,0.0004611688,0.0001027061,0.00004434511,0.0003678596,0.0001146276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004909829,"about_ca_system_score_gemma":0.0000301937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001446154,"about_ca_topic_score_gemma":0.000006846939,"domain_scores_codex":[0.9981855,0.0001491772,0.0004874044,0.0003869466,0.0005071781,0.0002837943],"domain_scores_gemma":[0.9980208,0.000795557,0.000126262,0.0004471668,0.0002820163,0.0003282313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000298532,0.0007552329,0.881126,0.0005189649,0.0004078857,0.0009645078,0.001007067,0.0000190158,0.002449352,0.03413693,0.003839754,0.0744767],"study_design_scores_gemma":[0.004834004,0.001860053,0.9584247,0.0001532807,0.0003808991,0.003358933,0.0002556999,0.01287697,0.0001567106,0.008798471,0.008665059,0.0002352655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781995,0.0003036532,0.002258013,0.01630361,0.0002214627,0.0005424748,0.000001918569,0.00009628773,0.002073091],"genre_scores_gemma":[0.9953739,0.0000509421,0.001759765,0.002200557,0.0003021304,0.00001381907,0.00004136916,0.00002803973,0.0002294996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0772986,"threshold_uncertainty_score":0.5794693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02998158763638129,"score_gpt":0.3266382359956143,"score_spread":0.2966566483592329,"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."}}