{"id":"W7114798511","doi":"10.5167/uzh-280706","title":"Transfusion Practices in 12 Neonatal Networks: Are We Closer to Adopting a Restrictive Transfusion Approach?","year":2025,"lang":"en","type":"article","venue":"Universität Zürich, ZORA","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hematocrit; Blood transfusion; Intensive care; Gestation; Respiratory system; Red Blood Cell Transfusion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003152044,0.0003017346,0.0004506905,0.0009643185,0.0002277585,0.00003706434,0.0002492693,0.0002253897,0.0001016633],"category_scores_gemma":[0.00005947031,0.0002972786,0.0001640566,0.001861857,0.00004858917,0.0005345286,0.0001059884,0.0005945084,0.0000133879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002492931,"about_ca_system_score_gemma":0.0001195327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007820747,"about_ca_topic_score_gemma":0.000742052,"domain_scores_codex":[0.9979635,0.0001417141,0.0003356208,0.0007102929,0.0003859405,0.0004628872],"domain_scores_gemma":[0.9990042,0.0001333008,0.0001463413,0.0003881195,0.000108613,0.0002194136],"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":[0.03506399,0.01187467,0.1109729,0.004448303,0.002793963,0.007535558,0.07274418,0.04206281,0.00820645,0.03948271,0.03236366,0.6324508],"study_design_scores_gemma":[0.02874676,0.00163142,0.08564155,0.004249362,0.002748051,0.00008614075,0.1383018,0.02470815,0.0006825546,0.00028532,0.7112591,0.001659819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4806199,0.002289053,0.3488384,0.03478634,0.0009191381,0.005759393,0.00002071728,0.0005450587,0.126222],"genre_scores_gemma":[0.9747847,0.006939538,0.009360433,0.002388868,0.0001350218,0.00003202007,0.00004823094,0.00004349844,0.006267725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6788954,"threshold_uncertainty_score":0.9999479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02405384526516532,"score_gpt":0.2656880242506203,"score_spread":0.2416341789854549,"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."}}