{"id":"W4411032026","doi":"10.1111/trf.18288","title":"Contemporary use and safety of prepartum autologous blood donation: A retrospective cohort study in Quebec, Canada","year":2025,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Hôpital Charles-Le Moyne; Université de Sherbrooke; Héma-Québec","funders":"","keywords":"Medicine; Retrospective cohort study; Donation; Cohort; Population; Pediatrics; Referral; Cord blood; Blood transfusion; Cohort study; Obstetrics; Surgery; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009961909,0.0003619689,0.0003869319,0.0009731723,0.001762883,0.001218333,0.001127966,0.000512604,0.001691139],"category_scores_gemma":[0.002402491,0.0002774008,0.000370247,0.002975801,0.0007533184,0.0004160064,0.0004741781,0.0006010844,0.0001818365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0119342,"about_ca_system_score_gemma":0.01116716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9409119,"about_ca_topic_score_gemma":0.9448949,"domain_scores_codex":[0.9988405,0.0001301821,0.000092856,0.0002707767,0.0003637859,0.0003018634],"domain_scores_gemma":[0.9961457,0.000331133,0.001573014,0.0001988755,0.001138856,0.0006125325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003709977,0.00001359008,0.9986731,0.000009323221,0.00002405058,0.0000613934,0.0001358348,0.0000226325,0.00006274229,0.00001822297,0.0002449774,0.0006969946],"study_design_scores_gemma":[0.000005655824,0.00004300798,0.9986792,0.00002646044,0.0000223014,0.000128289,0.0004693013,0.0001810678,0.00003117139,0.000008456136,0.0003982715,0.000006835251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995382,0.0007498328,0.0001169824,0.0001790259,0.000009368701,0.0000476853,0.002362905,0.000007667308,0.00114453],"genre_scores_gemma":[0.9985175,0.0003048739,0.00007670375,0.0001049808,0.00000536369,0.00001558154,0.0007764614,0.000003696814,0.0001949272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05908811,"threshold_uncertainty_score":0.1188721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292795282441772,"score_gpt":0.2316669539514653,"score_spread":0.2187390011270476,"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."}}