{"id":"W4297458618","doi":"10.1111/trf.17092","title":"National Blood Foundation 2021 Research and Development summit: Discovery, innovation, and challenges in advancing blood and biotherapies","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Erythrocyte Function and Pathophysiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia","funders":"","keywords":"Medicine; Transfusion medicine; Family medicine; Hepatitis B virus; Immunology; Intensive care medicine; Blood transfusion; Virus","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":[0.0006847132,0.00007444959,0.0001238585,0.0003767698,0.000279712,0.00001541307,0.00001836211,0.00003992091,0.0001306394],"category_scores_gemma":[0.00003813139,0.00007096365,0.000005493755,0.0003187339,0.00007436229,0.0001177641,0.00003817631,0.0002031511,8.211679e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003397871,"about_ca_system_score_gemma":0.0001211558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003704433,"about_ca_topic_score_gemma":0.0003980285,"domain_scores_codex":[0.9990758,0.00008623254,0.0001809209,0.0002600877,0.00026834,0.0001286751],"domain_scores_gemma":[0.9996748,0.0001051413,0.00002349014,0.00005493582,0.0001141085,0.00002750833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001767057,0.00156229,0.1718458,0.0009224079,0.0001666973,0.00004922811,0.01828295,0.00002444276,0.5581062,0.01718452,0.0001042001,0.2299841],"study_design_scores_gemma":[0.01382263,0.00321128,0.8787615,0.0002801397,0.00004598822,0.0002741255,0.01339147,0.0001573003,0.01503387,0.004188871,0.07040211,0.0004307068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926087,0.003415143,0.00006317818,0.003339286,0.0000586157,0.0002506376,0.000002998559,0.00001029968,0.0002510933],"genre_scores_gemma":[0.9794704,0.01938945,0.000650987,0.000108251,0.00005752203,0.00005352511,0.00006314464,0.00001005747,0.000196664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7069157,"threshold_uncertainty_score":0.2893814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08803855692881259,"score_gpt":0.3260583907205392,"score_spread":0.2380198337917266,"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."}}