{"id":"W1984607674","doi":"10.1111/j.1537-2995.2009.02210.x","title":"Research opportunities for pathogen reduction/inactivation of blood components: summary of an NHLBI workshop","year":2009,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Intensive care medicine; Immunology; Blood management; Blood transfusion","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":[],"consensus_categories":[],"category_scores_codex":[0.001274838,0.0001298476,0.0002269673,0.0005903277,0.0002502087,0.00006033559,0.0002060225,0.0001108539,0.000174125],"category_scores_gemma":[0.00006891283,0.0001252308,0.0000951673,0.0005791384,0.00008811596,0.00195634,0.00001496946,0.0001702902,0.000002559402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008420096,"about_ca_system_score_gemma":0.00003476338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002936531,"about_ca_topic_score_gemma":0.0000498735,"domain_scores_codex":[0.9985009,0.00006107397,0.0004575564,0.0002576994,0.000520576,0.0002021235],"domain_scores_gemma":[0.9986365,0.0001396788,0.0002131143,0.0002376849,0.0007521427,0.00002082691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001338055,0.002422717,0.0001428861,0.000415378,0.00006277525,0.000004648297,0.0004695439,0.00007646876,0.7565712,0.04963017,0.0007290101,0.1881371],"study_design_scores_gemma":[0.02924788,0.00271563,0.06984027,0.002618662,0.002647225,0.00005713859,0.06640352,0.009614197,0.4903172,0.08998604,0.2339192,0.002633022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825546,0.0001173317,0.001011222,0.004165076,0.0002071393,0.000670199,0.00001800802,0.00007479689,0.01118158],"genre_scores_gemma":[0.9978946,0.0003528281,0.0007457028,0.0001734639,0.0002961966,0.00002243442,0.0002208173,0.0000182581,0.0002756538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.266254,"threshold_uncertainty_score":0.5106766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1555718097778181,"score_gpt":0.3348216640612018,"score_spread":0.1792498542833836,"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."}}