{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001024618,0.0003234058,0.0007487061,0.001076024,0.0002208392,0.00002302439,0.0003232645,0.0005522969,0.00008242433],"category_scores_gemma":[0.001327061,0.0003028497,0.0001265281,0.001744109,0.0001380913,0.0001959541,0.0001520326,0.001633114,0.0000290773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003691319,"about_ca_system_score_gemma":0.0007020711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008222461,"about_ca_topic_score_gemma":0.002070414,"domain_scores_codex":[0.9961513,0.0005391329,0.0007096101,0.0009811246,0.0005543219,0.001064571],"domain_scores_gemma":[0.9976469,0.001003118,0.0002167948,0.0005296284,0.0002084568,0.0003950857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01381741,0.0007835042,0.0805881,0.001964341,0.0001094558,0.001815545,0.002277835,0.0009801122,0.00115254,0.00371681,0.0009420394,0.8918523],"study_design_scores_gemma":[0.01408608,0.002145535,0.1289925,0.002270029,0.000193184,0.0006736524,0.00696979,0.01750637,0.001628844,0.0007124688,0.8239443,0.000877257],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.87873,0.02557529,0.03280154,0.04208765,0.0008778384,0.005580118,0.00002178458,0.0002782601,0.01404754],"genre_scores_gemma":[0.977853,0.008785703,0.005913999,0.005641634,0.0002349104,0.0005444147,0.00003304491,0.00007378041,0.0009195202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8909751,"threshold_uncertainty_score":0.9999424,"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."}}