{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029547,0.0002964378,0.0005888763,0.0003168442,0.0001538107,0.00002651402,0.0003965491,0.0002356838,0.00009066686],"category_scores_gemma":[0.002004325,0.0001975936,0.00006212806,0.0007615865,0.0003283723,0.0001426339,0.0003091559,0.001009619,0.00001847965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002067396,"about_ca_system_score_gemma":0.0001379627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007321298,"about_ca_topic_score_gemma":0.0001545704,"domain_scores_codex":[0.9963463,0.0004714565,0.0009941997,0.0008027208,0.0008164519,0.0005688925],"domain_scores_gemma":[0.9966372,0.001906899,0.00006434453,0.001000034,0.0001624264,0.0002291232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007528656,0.0005570444,0.3603645,0.02794372,0.0002166946,0.001714529,0.01927711,2.569298e-7,0.00003925028,0.07986939,0.004697906,0.5045667],"study_design_scores_gemma":[0.007643904,0.004058651,0.8166778,0.001723263,0.001831068,0.0001212803,0.09896951,0.0001839032,0.00003886015,0.005760222,0.06201434,0.0009772134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7901352,0.04382972,0.002156231,0.1391093,0.002791656,0.003144593,0.0004231926,0.0005836866,0.01782637],"genre_scores_gemma":[0.9926221,0.001155593,0.0004543733,0.003589334,0.001836828,0.00009939893,0.0001596041,0.00002680019,0.00005590996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5035895,"threshold_uncertainty_score":0.8057634,"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."}}