{"id":"W4311279748","doi":"10.1111/vox.13391","title":"Medication use in Canadian blood donors","year":2022,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Medicine; Blood donor; Intensive care medicine; Family medicine; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000446128,0.00007473702,0.00007703296,0.0005577688,0.0002638826,0.00014707,0.0001789545,0.00002776409,0.006040741],"category_scores_gemma":[0.0001697721,0.00008128367,0.00002954479,0.0006482176,0.00001607243,0.0008383165,0.0000529843,0.0001687729,0.0001695225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003417595,"about_ca_system_score_gemma":0.00008461851,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6771009,"about_ca_topic_score_gemma":0.7100543,"domain_scores_codex":[0.999176,0.00001961817,0.0001712881,0.0001797481,0.0002419482,0.0002114151],"domain_scores_gemma":[0.9996521,0.00004816738,0.00008603042,0.0001495768,0.00003848669,0.00002559305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003482748,0.0003890114,0.8645677,0.00004067775,0.00004905989,0.0001624993,0.0004791602,0.0001456101,0.0001602469,0.09149373,0.02780679,0.0146707],"study_design_scores_gemma":[0.0005763475,0.000005147246,0.1086925,0.000003630031,0.00003481405,0.000003703737,0.0004118066,0.0004666443,0.00001246321,0.0004290946,0.8892451,0.0001187334],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159115,0.0001103956,0.000006296885,0.01182159,0.0006947986,0.0002124651,0.00001287762,0.00008942255,0.07114068],"genre_scores_gemma":[0.9909772,0.00001695972,0.00005684217,0.00815036,0.0001828636,0.00005330713,0.00007090385,0.00001344165,0.0004780906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8614383,"threshold_uncertainty_score":0.9948679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016200662428906,"score_gpt":0.2276362290270139,"score_spread":0.2074742224027248,"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."}}