{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1191582,0.001497789,0.001557931,0.005826591,0.002558804,0.008478935,0.005557825,0.006623711,0.01580004],"category_scores_gemma":[0.08861957,0.001542973,0.002286767,0.006969318,0.002156159,0.004487083,0.01145397,0.008475483,0.007408864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009864157,"about_ca_system_score_gemma":0.1236101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04955794,"about_ca_topic_score_gemma":0.02888808,"domain_scores_codex":[0.9373406,0.02702305,0.008488869,0.001660178,0.02015938,0.005327896],"domain_scores_gemma":[0.8237503,0.0568235,0.0154808,0.008514577,0.06024885,0.03518192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001744381,0.0001774377,0.004269894,0.001762918,0.00005521563,0.0001209092,0.0009547915,0.000697472,0.000433329,0.004465209,0.9008297,0.08605862],"study_design_scores_gemma":[0.0002039994,0.0001782839,0.01686371,0.003890283,0.00008647933,0.0001529038,0.001411923,0.0009531964,0.001201331,0.003432782,0.9714848,0.0001402528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01184973,0.03001917,0.04203858,0.61821,0.01802843,0.01655869,0.09599153,0.006157877,0.161146],"genre_scores_gemma":[0.07906079,0.08730346,0.2582715,0.1410216,0.008966894,0.03526711,0.2382379,0.003665644,0.1482051],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1191582,"threshold_uncertainty_score":0.6301764,"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."}}