{"id":"W2026316445","doi":"10.1111/j.1778-428x.2003.tb00170.x","title":"Can Policy Decisions in Transfusion Medicine Be Evidence‐Based?*","year":2003,"lang":"en","type":"article","venue":"Transfusion Alternatives in Transfusion Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Transfusion medicine; Medicine; Intervention (counseling); Psychological intervention; Scientific evidence; Intensive care medicine; Blood transfusion; Actuarial science; Risk analysis (engineering); Psychiatry; Economics; Surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.003620358,0.001284765,0.002341419,0.004886374,0.0003665427,0.00002804834,0.0007720387,0.0005487857,0.006273041],"category_scores_gemma":[0.001804426,0.0009927836,0.0004648063,0.005114591,0.00118951,0.0004618953,0.00004152776,0.001920415,0.00002789418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000642786,"about_ca_system_score_gemma":0.0007129442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01860344,"about_ca_topic_score_gemma":0.02151486,"domain_scores_codex":[0.9894874,0.001151789,0.002804007,0.002102502,0.002918523,0.001535771],"domain_scores_gemma":[0.9951855,0.001655016,0.0002349611,0.001428118,0.0003487887,0.001147621],"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":[0.01249502,0.009548181,0.1175018,0.002138582,0.0004721075,0.005302768,0.0577854,0.001676293,0.4587699,0.0612628,0.003132586,0.2699146],"study_design_scores_gemma":[0.2518052,0.02201546,0.3818246,0.08393705,0.002676598,0.001354215,0.02401977,0.006556766,0.08524834,0.019045,0.1150485,0.00646844],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7156851,0.004696589,0.02224667,0.2124927,0.001830088,0.006370458,0.0000396797,0.0004172613,0.03622143],"genre_scores_gemma":[0.8068919,0.1784395,0.001363455,0.01111954,0.0004259358,0.0003093916,0.0000780441,0.0001683672,0.001203811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3735216,"threshold_uncertainty_score":0.9999904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08593852547351188,"score_gpt":0.3764939497795061,"score_spread":0.2905554243059942,"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."}}