{"id":"W4401039238","doi":"10.1111/vox.13713","title":"The International Society of Blood Transfusion (<scp>ISBT</scp>) Public Health Research Toolkit: A report from the Surveillance, Risk Assessment and Policy Sub‐group of the <scp>ISBT</scp> Transfusion Transmitted Infectious Diseases Working Party","year":2024,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Public Health Agency of Canada; Canadian Blood Services; Héma-Québec","funders":"","keywords":"Medicine; Public health; Blood transfusion; Transfusion medicine; Immunology; Nursing","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005624867,0.0003267135,0.0004053712,0.0003012782,0.00150644,0.001139476,0.0007650376,0.0001648376,0.00003336616],"category_scores_gemma":[0.001417052,0.000191496,0.0004685416,0.002338915,0.0004782272,0.0008519326,0.0002036581,0.0009288927,0.000004736626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007103398,"about_ca_system_score_gemma":0.0005592627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007304063,"about_ca_topic_score_gemma":0.004779045,"domain_scores_codex":[0.9955867,0.0004961584,0.0009951628,0.000679782,0.001651685,0.0005905381],"domain_scores_gemma":[0.9930038,0.005217238,0.0005731525,0.0006038291,0.0005289975,0.00007298656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003525425,0.001276976,0.8062091,0.0005497914,0.00155861,0.0000250223,0.006487197,0.00002445134,0.004535566,0.01802366,0.03160982,0.1296645],"study_design_scores_gemma":[0.001674447,0.00006482871,0.5873904,0.0002981459,0.0002810182,0.00002065361,0.004334587,0.002008892,0.0002965649,0.004369052,0.3991672,0.00009423485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590996,0.004865979,0.0007654265,0.02595464,0.001125369,0.001125376,0.0002052545,0.0001950678,0.006663315],"genre_scores_gemma":[0.9839694,0.01346412,0.00006304657,0.001072158,0.00100932,0.0001020772,0.0001201218,0.00005367535,0.0001460615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3675573,"threshold_uncertainty_score":0.9998974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04311827375186112,"score_gpt":0.3171183225382154,"score_spread":0.2740000487863543,"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."}}