{"id":"W2117425158","doi":"10.1016/j.tmrv.2010.05.002","title":"Clinical Trial Opportunities in Transfusion Medicine: Proceedings of a National Heart, Lung, and Blood Institute State-of-the-Science Symposium","year":2010,"lang":"en","type":"article","venue":"Transfusion Medicine Reviews","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of British Columbia","funders":"","keywords":"Clinical trial; Medicine; Transfusion medicine; Psychological intervention; Intensive care medicine; Randomized controlled trial; Clinical research; Alternative medicine; Clinical Practice; Family medicine; Blood transfusion; Surgery; Internal medicine; Pathology; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.007871265,0.0002525296,0.0008498951,0.0006327323,0.0002067377,0.00003101527,0.0004458699,0.0001084838,0.000384589],"category_scores_gemma":[0.001151293,0.0001546155,0.0001430842,0.00137518,0.001722852,0.001483863,0.00005844019,0.0005875051,0.000002490015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000804963,"about_ca_system_score_gemma":0.000173569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203828,"about_ca_topic_score_gemma":0.001230768,"domain_scores_codex":[0.996286,0.00004279191,0.001839742,0.0004601023,0.001137539,0.0002338443],"domain_scores_gemma":[0.9982478,0.0001966178,0.0006635006,0.0001950959,0.0006356103,0.00006139778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007387613,0.003286,0.1351312,0.008917417,0.000120638,0.00001151787,0.004493015,0.000005588925,0.5441648,0.1268616,0.008245714,0.1613749],"study_design_scores_gemma":[0.1265232,0.001229626,0.08237477,0.008066888,0.001662796,0.0001062129,0.001350056,0.001414433,0.003166475,0.005845139,0.7670831,0.001177334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644295,0.0009770775,0.00003373559,0.01558064,0.001664394,0.001813328,0.000002480657,0.00002973967,0.01546911],"genre_scores_gemma":[0.8417184,0.1520768,0.0004943674,0.003552679,0.001649493,0.0001243694,0.00001247358,0.00003971213,0.0003316558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7588373,"threshold_uncertainty_score":0.6347918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09162039454249324,"score_gpt":0.3533898479227205,"score_spread":0.2617694533802273,"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."}}