{"id":"W4404040959","doi":"10.1097/01.pcc.0001086148.54029.cb","title":"PP496 Topic: AS22–Quality and Safety/Errors/Data Management/Other: OXYGEN STEWARDSHIP IN THE PICU (OXY-STEP): A QUALITY IMPROVEMENT INITIATIVE","year":2024,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"","keywords":"Medicine; Stewardship (theology); Quality management; Quality (philosophy); Patient safety; Medical emergency; Intensive care medicine; Operations management; Management system; Health care","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":[0.0427144,0.001078537,0.001165015,0.002096748,0.001927217,0.009217152,0.00223936,0.008000734,0.0799101],"category_scores_gemma":[0.04829062,0.0004601061,0.001705133,0.002484832,0.002053367,0.004690456,0.005761399,0.00536044,0.03505784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006118943,"about_ca_system_score_gemma":0.03792651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652769,"about_ca_topic_score_gemma":0.004087351,"domain_scores_codex":[0.9705148,0.01365411,0.003257732,0.001255326,0.009378826,0.001939179],"domain_scores_gemma":[0.8889963,0.01608082,0.008441799,0.003142702,0.05107284,0.03226553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001979288,0.0004202452,0.001083133,0.004234081,0.00002663341,0.00007145486,0.0002291041,0.0001086057,0.0005287829,0.003346675,0.828944,0.1608094],"study_design_scores_gemma":[0.0002683486,0.0007746512,0.01109865,0.006309629,0.00003725691,0.0001852141,0.000377015,0.0002706245,0.0005544713,0.002596565,0.9774882,0.00003949815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005350966,0.05056747,0.004973378,0.6830745,0.1306052,0.005962851,0.004578598,0.001291673,0.1135954],"genre_scores_gemma":[0.06329644,0.1162076,0.03959173,0.3453431,0.1675438,0.01197603,0.01748997,0.001767767,0.2367835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0799101,"threshold_uncertainty_score":0.2673259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601340446790105,"score_gpt":0.4587173640585333,"score_spread":0.2985833193795228,"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."}}