{"id":"W4386468092","doi":"10.1111/vox.13523","title":"Relevance of haemoglobin monitoring in apheresis plasma donors: A retrospective cohort study in Québec, Canada","year":2023,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec","funders":"","keywords":"Apheresis; Plasmapheresis; Medicine; Donation; Retrospective cohort study; Cohort; Cohort study; Blood donor; Internal medicine; Platelet; Immunology; Antibody","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000520749,0.0001360443,0.000277675,0.0003923899,0.00006383599,0.00005600369,0.0001984376,0.00004385327,0.000177499],"category_scores_gemma":[0.0005494264,0.0001388569,0.00003216986,0.001882785,0.00002119285,0.0005254597,0.00007438555,0.0001768902,0.00004175825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470673,"about_ca_system_score_gemma":0.0001539364,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9562167,"about_ca_topic_score_gemma":0.988676,"domain_scores_codex":[0.9986257,0.00002654935,0.0003899993,0.0003091011,0.0004229274,0.0002257547],"domain_scores_gemma":[0.9993085,0.0001784341,0.0001852661,0.0002064267,0.0001100914,0.0000112827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004522717,0.0001450868,0.9958473,0.00003928904,0.00002818578,0.00008454873,0.000254781,0.0001172678,0.00006315512,0.0001870411,0.001598004,0.00159011],"study_design_scores_gemma":[0.0009233074,0.00001043889,0.9885191,0.00005776222,0.00002292503,3.174263e-7,0.003359829,0.000328664,0.0001609328,0.00007563926,0.006399868,0.0001412091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987105,0.00006201911,9.067398e-7,0.0009502299,0.00042407,0.0004488177,0.000004379755,0.00006834805,0.01093629],"genre_scores_gemma":[0.9993228,0.0000434314,0.00002739451,0.0001073001,0.0001506238,0.00006860399,0.000004101985,0.00001964485,0.0002561173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03245924,"threshold_uncertainty_score":0.5662421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640262360547501,"score_gpt":0.2467118492547246,"score_spread":0.2303092256492496,"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."}}