{"id":"W4416181023","doi":"10.1016/j.tracli.2025.09.131","title":"Profil des donneurs de sang à l’Université de Kinshasa 2022-2024","year":2025,"lang":"fr","type":"article","venue":"Transfusion Clinique et Biologique","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Blood donor; MEDLINE; Blood transfusion; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005550735,0.0008443113,0.0006617444,0.006448389,0.001373311,0.003845348,0.0005423889,0.0008013407,0.01749345],"category_scores_gemma":[0.02019122,0.0005484565,0.0007719734,0.005552289,0.0005100573,0.000878334,0.001599149,0.001119671,0.009678371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005471142,"about_ca_system_score_gemma":0.006109818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1618331,"about_ca_topic_score_gemma":0.1283919,"domain_scores_codex":[0.992552,0.001406921,0.001280013,0.001020133,0.003207545,0.0005334016],"domain_scores_gemma":[0.9780844,0.005325385,0.00142082,0.001423512,0.01225474,0.001491016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001343305,0.000170257,0.5686437,0.001743408,0.0006358708,0.002299086,0.00748251,0.002353733,0.01002635,0.00224171,0.1454158,0.2576443],"study_design_scores_gemma":[0.00005969687,0.0001770937,0.5178301,0.0003864212,0.0000914404,0.00177244,0.005017129,0.001048441,0.00601073,0.0002400224,0.4672239,0.0001426348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6269757,0.02000026,0.007266003,0.006313183,0.001808989,0.0005108565,0.2400109,0.001694421,0.09541973],"genre_scores_gemma":[0.7536012,0.008545521,0.01396534,0.0007835677,0.0004436373,0.0006937449,0.09189345,0.0004635838,0.1296099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1618331,"threshold_uncertainty_score":0.3217823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02498564440414466,"score_gpt":0.2927228672159605,"score_spread":0.2677372228118158,"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."}}