{"id":"W3138589690","doi":"10.1111/vox.13084","title":"Themed issue – focusing on donor assessment, motivation and vigilance","year":2021,"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":false,"ca_institutions":"Canadian Blood Services; Ottawa Public Health","funders":"","keywords":"Epidemiology; Journal of Public Health; Public health; Medicine; Citation; Library science; Family medicine; Political science; Public health policy; Law; Health policy; Internal medicine; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001823299,0.000107929,0.0001142096,0.0001065981,0.0001945539,0.0003593168,0.00006280304,0.00004563191,0.001017594],"category_scores_gemma":[0.0001617262,0.00009964788,0.00003151138,0.0003157788,0.00002127691,0.0008077269,0.0000457662,0.0001107475,0.0001235458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008592215,"about_ca_system_score_gemma":0.00001827387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006918213,"about_ca_topic_score_gemma":0.00005517039,"domain_scores_codex":[0.9992572,0.0000154936,0.000153325,0.0002474617,0.0001966487,0.0001298797],"domain_scores_gemma":[0.9994569,0.0001204437,0.0001207475,0.000154783,0.0001364199,0.00001068042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001464833,0.001066223,0.2754835,0.0006228341,0.0002275536,0.000158471,0.0004793743,0.00005102062,0.0241317,0.3821933,0.02609991,0.2893397],"study_design_scores_gemma":[0.001158715,0.00001322459,0.1709723,0.00008458638,0.00006677158,0.000004871064,0.0005017719,0.0007652288,0.002823669,0.002606369,0.8207431,0.0002593939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6464579,0.000264999,0.0007265182,0.02161384,0.0007369027,0.0001971977,0.000003485296,0.0001899763,0.3298092],"genre_scores_gemma":[0.9898803,0.0000526298,0.0007909157,0.007495286,0.0007627377,0.000009794916,0.00002552821,0.00001686343,0.000965917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7946432,"threshold_uncertainty_score":0.9998956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549241862533091,"score_gpt":0.2744877228723667,"score_spread":0.2489953042470358,"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."}}