{"id":"W3198295064","doi":"10.1007/978-3-030-73387-2_31","title":"Optimizing Oxygen Delivery in Clinical Practice","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Oxygen delivery; Oxygen; Hypoxia (environmental); Oxygen metabolism; Medicine; Intensive care 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":[0.0007482968,0.0006632206,0.0003821345,0.0005026797,0.000328238,0.002021409,0.0005780105,0.001329037,0.01796266],"category_scores_gemma":[0.001785758,0.0002642235,0.0001904037,0.0006192113,0.0007226011,0.001782897,0.001215329,0.002051086,0.01060318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009085,"about_ca_system_score_gemma":0.001135462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001104594,"about_ca_topic_score_gemma":0.003244728,"domain_scores_codex":[0.9996616,0.0001081364,0.00001168519,0.00002704542,0.0001714255,0.00002010464],"domain_scores_gemma":[0.9995524,0.0002805665,0.00002322917,0.00002452388,0.00007486729,0.00004437102],"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":[0.00001968198,0.00006294902,0.0001688516,0.0003460279,0.000007929544,0.0001082648,0.0002074477,0.002224294,0.0008016232,0.07247163,0.3700856,0.5534958],"study_design_scores_gemma":[0.000005599079,0.00003403709,0.0003842078,0.0005655239,0.000008029371,0.0004581908,0.00009422818,0.001885712,0.0004991756,0.07622896,0.9198232,0.00001314051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001712269,0.1258163,0.09943584,0.03394864,0.008552578,0.0001309674,0.0002251698,0.0008312591,0.729347],"genre_scores_gemma":[0.0182,0.1303066,0.08897857,0.01500679,0.006599756,0.0002535505,0.0002134629,0.0005706705,0.7398705],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01796266,"threshold_uncertainty_score":0.06009108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05508942757035292,"score_gpt":0.3624433989318938,"score_spread":0.3073539713615409,"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."}}