{"id":"W7114792741","doi":"10.5683/sp3/efpxdn","title":"SMART O2: Adjusting oxygen to patient needs. An observation study of oxygen administration to critically ill children admitted to Holy Innocents Children’s Hospital in Mbarara, Uganda","year":2025,"lang":"","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Oxygen therapy; Pulse oximetry; Critically ill; Observational study; Oxygen saturation; Sepsis; Oxygen; Supplemental oxygen","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002266459,0.0005685929,0.0007222422,0.0007586292,0.0006320788,0.0006355779,0.00137084,0.0008958525,0.002901106],"category_scores_gemma":[0.01244499,0.0006816812,0.000980877,0.001560854,0.0003340237,0.0009959841,0.001763366,0.00128854,0.0009456186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620973,"about_ca_system_score_gemma":0.002380485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04416372,"about_ca_topic_score_gemma":0.05501777,"domain_scores_codex":[0.9987332,0.0006524026,0.0001625716,0.0001927756,0.00009171596,0.0001673619],"domain_scores_gemma":[0.994697,0.001439323,0.001895532,0.0005679569,0.0006013367,0.000798873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007924753,0.002022242,0.8715817,0.002092723,0.0007261673,0.0003896475,0.003633282,0.001214382,0.0002787784,0.0004109389,0.07603554,0.03368979],"study_design_scores_gemma":[0.001627585,0.001590936,0.9769484,0.0007181988,0.0002713577,0.0001360966,0.003383552,0.001624638,0.0001687437,0.0002398687,0.01320856,0.00008207421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.8167099,0.0008558805,0.0007935702,0.001491044,0.0001227306,0.00148905,0.1762818,0.0000992967,0.002156657],"genre_scores_gemma":[0.8791831,0.0008158543,0.004028507,0.0005785878,0.00008236332,0.008521967,0.1049675,0.00006520622,0.001756978],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.04416372,"threshold_uncertainty_score":0.08781332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606948596805349,"score_gpt":0.2788074346584939,"score_spread":0.2627379486904404,"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."}}