{"id":"W4324137693","doi":"10.1097/pq9.0000000000000639","title":"Care Bundle to Improve Oxygen Maintenance and Events","year":2023,"lang":"en","type":"article","venue":"Pediatric Quality and Safety","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Health Campus; University of Calgary; McMaster University; B.C. Women's Hospital & Health Centre; University of British Columbia","funders":"","keywords":"Medicine; Psychological intervention; Supplemental oxygen; Neonatal intensive care unit; Retinopathy of prematurity; Oxygen saturation; Oxygen therapy; Pulse oximetry; Emergency medicine; Medical emergency; Pediatrics; Nursing; Gestational age; Anesthesia; Pregnancy; Oxygen","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":[0.001155379,0.0001145274,0.0002636408,0.0001469385,0.0001652998,0.0000107306,0.00006966772,0.00009018885,0.00002859775],"category_scores_gemma":[0.0009676682,0.00009858253,0.00003654115,0.0005139726,0.00003626315,0.00005307215,0.0001948333,0.0002332102,0.000154166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008912016,"about_ca_system_score_gemma":0.0002181676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002605552,"about_ca_topic_score_gemma":0.00004615462,"domain_scores_codex":[0.9983386,0.0001154624,0.000331121,0.0003767866,0.0004053715,0.0004326857],"domain_scores_gemma":[0.9987199,0.0002828485,0.00004622835,0.0002563753,0.0001395863,0.000555075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003509671,0.0001739353,0.5021619,0.01295796,0.00005097886,0.0001234336,0.004267801,0.00000333699,0.0007659891,0.001822668,0.003968223,0.4701941],"study_design_scores_gemma":[0.001510816,0.0004273522,0.9397974,0.00002292241,0.00002209351,0.000005827686,0.0006696762,0.00002396617,0.00003603778,0.0003637237,0.05697637,0.0001438302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889954,0.003373937,0.00007694605,0.005617442,0.0001464327,0.0007672208,0.0001440339,0.00008751774,0.000791111],"genre_scores_gemma":[0.9885169,0.00588709,0.0002233412,0.002249429,0.0005415857,0.00005768367,0.00003173561,0.00002431739,0.00246797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4700503,"threshold_uncertainty_score":0.4020079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06008586040495419,"score_gpt":0.4034237083421653,"score_spread":0.3433378479372112,"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."}}