{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03695348,0.002713761,0.001772696,0.002127232,0.00335,0.0118922,0.003745875,0.01672651,0.03889451],"category_scores_gemma":[0.03042933,0.0007350406,0.001602176,0.002320238,0.002774351,0.009176848,0.01103912,0.01825948,0.02123228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009267742,"about_ca_system_score_gemma":0.04777304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01185033,"about_ca_topic_score_gemma":0.02340703,"domain_scores_codex":[0.9873625,0.002752461,0.0004904157,0.0007495567,0.005712843,0.002932213],"domain_scores_gemma":[0.9681006,0.005657019,0.0009801554,0.0007938033,0.008134614,0.0163338],"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":[0.0001140661,0.00006422507,0.0001991896,0.0001520224,0.00001289295,0.00005733762,0.00004134662,0.00003876769,0.0001251508,0.00495222,0.9421508,0.05209196],"study_design_scores_gemma":[0.0001149539,0.0001194436,0.001057353,0.0007278807,0.00002053983,0.00006437083,0.0001534822,0.0001500762,0.0002198741,0.004445372,0.9928952,0.00003147835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001457909,0.07942116,0.00196793,0.8023013,0.07213063,0.000279011,0.004770353,0.0006498035,0.03702183],"genre_scores_gemma":[0.02786955,0.1980401,0.0242777,0.5434364,0.05203623,0.001487634,0.02170821,0.0009410267,0.1302032],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03889451,"threshold_uncertainty_score":0.195431,"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."}}