{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003777505,0.0004837105,0.0004905123,0.0005537278,0.0008448524,0.0003015668,0.0005487106,0.0009967653,0.006511053],"category_scores_gemma":[0.0008113341,0.0004823722,0.0003782299,0.001257884,0.0004345433,0.001216971,0.0002236493,0.00125563,0.0002614621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003108579,"about_ca_system_score_gemma":0.0006080619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003764446,"about_ca_topic_score_gemma":0.008626027,"domain_scores_codex":[0.9968013,0.00072189,0.0007256661,0.0007887055,0.0002130533,0.0007493788],"domain_scores_gemma":[0.9977134,0.001182698,0.0002764864,0.0003708498,0.0003737307,0.00008285548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002418997,0.001914209,0.4388533,0.003267987,0.0004824521,0.0004025195,0.001753953,0.0001742736,0.02150526,0.3148854,0.04004402,0.1742977],"study_design_scores_gemma":[0.002540793,0.0001339081,0.1036036,0.001157509,0.0005207535,0.00003700801,0.001209895,0.0008634326,0.006206611,0.02658188,0.8564572,0.0006873747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6207179,0.01005241,0.03320428,0.153624,0.003983438,0.001609425,0.0001111647,0.0006689981,0.1760284],"genre_scores_gemma":[0.7356045,0.1148128,0.007692585,0.05161628,0.0009528908,0.0001724955,0.0002388416,0.000120938,0.08878871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8164132,"threshold_uncertainty_score":0.9997628,"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."}}