{"id":"W4410813900","doi":"10.1159/000546612","title":"Transfusion Practices in 12 Neonatal Networks: Are We Closer to Adopting a Restrictive Transfusion Approach?","year":2025,"lang":"en","type":"article","venue":"Neonatology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto; Mount Sinai Hospital","funders":"Sociedad Española de Neonatología; Karolinska Institutet; Instituto de Salud Carlos III; Canadian Institutes of Health Research; Terveyden ja hyvinvoinnin laitos; Socialdepartementet; European Regional Development Fund; Ministry of Health, Labour and Welfare; Ministerio de Ciencia, Innovación y Universidades","keywords":"Medicine; Hematocrit; Blood transfusion; Intensive care; Pediatrics; Population; Mechanical ventilation; Intensive care medicine; Anesthesia; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006460159,0.0001768515,0.0002805703,0.0006478393,0.0008566864,0.001718842,0.0008553789,0.0008808694,0.00149217],"category_scores_gemma":[0.02662582,0.0001741198,0.0002123594,0.001256762,0.001136415,0.002725241,0.001990447,0.0009912848,0.0001246888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874092,"about_ca_system_score_gemma":0.003413013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0218297,"about_ca_topic_score_gemma":0.03122352,"domain_scores_codex":[0.9950964,0.002605394,0.0005835143,0.0005171615,0.0006211491,0.0005763727],"domain_scores_gemma":[0.9760904,0.005353024,0.01349454,0.0006131919,0.001855463,0.002593432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004875444,0.00003058351,0.9746878,0.0001174673,0.00001705579,0.0001057342,0.005043503,0.00005740651,0.00005935868,0.0001787845,0.0006703413,0.01898325],"study_design_scores_gemma":[0.00001034518,0.0001297595,0.9703405,0.0008264005,0.00002951997,0.000436307,0.02450261,0.0002425982,0.00009356622,0.0003274599,0.003043682,0.00001723202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836832,0.003267674,0.0002544188,0.01077729,0.00005319441,0.00001899116,0.0001696358,0.000008408163,0.001767181],"genre_scores_gemma":[0.9962256,0.001988821,0.0004296068,0.001078809,0.00004400126,0.00002741619,0.000109823,0.000003262042,0.0000925744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0218297,"threshold_uncertainty_score":0.04340523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06666571640387577,"score_gpt":0.390625675464801,"score_spread":0.3239599590609252,"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."}}