{"id":"W1921239160","doi":"10.1111/trf.12998","title":"Temporal changes in blood product usage in preterm neonates born at less than 30 weeks' gestation in Canada","year":2015,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia; Mount Sinai Hospital; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Gestation; Medicine; Cryoprecipitate; Blood product; Gestational age; Pediatrics; Obstetrics; Anemia; Cohort study; Retrospective cohort study; Pregnancy; Surgery; Internal medicine; Platelet; Biology","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":[0.0004251689,0.0001935344,0.0003265273,0.0002955039,0.00002627007,0.000008777076,0.0000959886,0.00006995858,0.00009307289],"category_scores_gemma":[0.00001902509,0.0001761437,0.00002674527,0.000418287,0.00002474315,0.00008618235,0.00002516571,0.0002497544,0.000005100894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004037733,"about_ca_system_score_gemma":0.0003913356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8401682,"about_ca_topic_score_gemma":0.9966177,"domain_scores_codex":[0.998381,0.0001001427,0.0003355024,0.0004163065,0.0004227798,0.000344232],"domain_scores_gemma":[0.9995127,0.00002429017,0.00003867368,0.0002406126,0.00003626403,0.0001474975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007645297,0.0005472685,0.9490992,0.0003841925,0.00001797881,0.0007254733,0.006479376,0.00009074106,0.01190852,0.00003007429,0.000251807,0.02970083],"study_design_scores_gemma":[0.0119574,0.0003956477,0.9580765,0.0005884442,0.00006870441,0.000027075,0.002249748,0.0003969417,0.02300039,0.00004751881,0.002875901,0.0003156823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907026,0.0003855368,0.00001151636,0.005825141,0.0001998781,0.001398132,0.000009337206,0.00003230721,0.001435498],"genre_scores_gemma":[0.9981354,0.0008235074,0.000104733,0.0003238405,0.00004146715,0.00008676149,0.00006762666,0.0000253223,0.0003913459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1564495,"threshold_uncertainty_score":0.7182931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02650661161991075,"score_gpt":0.2420787746868661,"score_spread":0.2155721630669554,"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."}}