{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001338245,0.0003672104,0.0004152622,0.0007384388,0.002181998,0.001173165,0.001447239,0.0005846111,0.001795452],"category_scores_gemma":[0.002743331,0.0003014949,0.0004738818,0.002594818,0.0007722368,0.0004039004,0.0005000581,0.0007097434,0.0001702514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0161081,"about_ca_system_score_gemma":0.0151692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9790438,"about_ca_topic_score_gemma":0.9808749,"domain_scores_codex":[0.9986186,0.0001745679,0.00008895544,0.0003816555,0.0003673759,0.0003689253],"domain_scores_gemma":[0.9966918,0.0002445403,0.0009890933,0.0002018263,0.001223575,0.0006491372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003896945,0.00001059192,0.9981882,0.00001162296,0.00003587515,0.00004991356,0.0001563593,0.00003064155,0.00006704246,0.00003090951,0.0005121461,0.0008677971],"study_design_scores_gemma":[0.000006281477,0.00002828443,0.9984847,0.00003207501,0.00003119208,0.00009039941,0.0004424839,0.000197237,0.00002935948,0.00001378604,0.0006368179,0.000007615308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918584,0.001585062,0.0002228359,0.0005570141,0.00003472273,0.00005861532,0.004093759,0.00001278031,0.001576801],"genre_scores_gemma":[0.9982235,0.00030633,0.0001165693,0.0001376291,0.000006728417,0.00001399889,0.0008038892,0.000004188097,0.000387098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02095616,"threshold_uncertainty_score":0.116873,"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."}}