{"id":"W4399878308","doi":"10.1002/9781119830306.ch38","title":"Oxygen Therapy, Mechanical Ventilation, and Anesthetic Management of Patients with Respiratory Disease","year":2024,"lang":"en","type":"other","venue":"","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Oxygen therapy; Anesthetic; Medicine; Mechanical ventilation; Oxygen; Respiratory system; Anesthesia; Intensive care medicine; Disease; Internal medicine; Chemistry","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":[0.0003149219,0.0002095098,0.0002293947,0.0004701468,0.0004450406,0.0007347133,0.0002083461,0.0006127891,0.01031084],"category_scores_gemma":[0.0007289919,0.00005040419,0.000193644,0.000338321,0.000343265,0.0004971867,0.0004634612,0.001010268,0.001895517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003826786,"about_ca_system_score_gemma":0.0008092672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001025044,"about_ca_topic_score_gemma":0.004036611,"domain_scores_codex":[0.9998313,0.00004789709,0.00001442389,0.00001034244,0.0000779468,0.00001809862],"domain_scores_gemma":[0.999822,0.00006482263,0.00003766692,0.000004268829,0.0000325642,0.00003872497],"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":[0.000117416,0.000172741,0.003662938,0.001573698,0.00002065443,0.00228458,0.0004147677,0.0001515279,0.001738326,0.01484598,0.1286434,0.846374],"study_design_scores_gemma":[0.00003348325,0.0002168282,0.007909716,0.002669756,0.0000304081,0.008893445,0.0005094448,0.0001293934,0.0004360973,0.007392294,0.9717647,0.0000145284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.009379557,0.570272,0.001995805,0.04782812,0.003288979,0.0001003168,0.0001299374,0.0001296592,0.3668757],"genre_scores_gemma":[0.07815103,0.7837787,0.009865518,0.0200391,0.008126236,0.0001643616,0.0002065541,0.00006016349,0.09960827],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01031084,"threshold_uncertainty_score":0.03449315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01409634510223622,"score_gpt":0.251312584524031,"score_spread":0.2372162394217948,"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."}}