{"id":"W2726524613","doi":"10.1038/jp.2017.98","title":"Surfactant utilization and short-term outcomes in an era of non-invasive respiratory support in Canadian neonatal intensive care units","year":2017,"lang":"en","type":"article","venue":"Journal of Perinatology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Foothills Medical Centre; University of Calgary; University of Toronto; Queen's University; McMaster University; Health Sciences Centre; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Bronchopulmonary dysplasia; Gestational age; Odds ratio; Confidence interval; Surfactant therapy; Cohort study; Cohort; Pediatrics; Retrospective cohort study; Pulmonary surfactant; Intensive care; Univariate analysis; Internal medicine; Multivariate analysis; Intensive care medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005755307,0.0001442098,0.0006844781,0.0007292995,0.00008670639,0.00001710321,0.0002514957,0.0002060785,0.000042549],"category_scores_gemma":[0.002910228,0.0001260008,0.00004177198,0.000134752,0.0002982625,0.0002993254,0.00007691862,0.0008012785,0.000001220465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000428377,"about_ca_system_score_gemma":0.00480995,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01508142,"about_ca_topic_score_gemma":0.4353967,"domain_scores_codex":[0.9982645,0.0001334358,0.0006735176,0.0001914751,0.0003067285,0.0004303542],"domain_scores_gemma":[0.996628,0.0001254589,0.0002952504,0.000332309,0.002044666,0.0005742537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004368601,0.00001708453,0.9441233,0.000361737,0.0000162654,0.008397889,0.003658763,0.000001403303,0.0008719282,0.00003972727,0.000005728939,0.04206936],"study_design_scores_gemma":[0.001915135,0.001620506,0.9842945,0.0002140734,0.00001295664,0.0005786197,0.005790991,0.00003105499,0.002652401,0.00001176472,0.002784931,0.00009302475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970685,0.001563836,0.000001240185,0.0007837578,0.0001839325,0.0002866706,0.00002713714,0.000001748599,0.00008323445],"genre_scores_gemma":[0.9991524,0.0002286391,0.00003552733,0.0005215433,0.00002592922,0.00000365615,0.000005239523,0.00001794932,0.000009158879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4203153,"threshold_uncertainty_score":0.9914773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260997349789204,"score_gpt":0.4314693457822421,"score_spread":0.3053696108033217,"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."}}