{"id":"W1966311176","doi":"10.1111/j.1423-0410.2006.00793.x","title":"Evidence‐based decision making in transfusion medicine","year":2006,"lang":"en","type":"review","venue":"Vox Sanguinis","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Clinical decision making; Process (computing); Transfusion medicine; Scientific evidence; Evidence-based medicine; Quality (philosophy); Medicine; Critical appraisal; MEDLINE; Clinical Practice; Management science; Psychology; Intensive care medicine; Alternative medicine; Blood transfusion; Computer science; Family medicine; Epistemology; Pathology; Political science; Immunology; Engineering","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":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.14716,0.001077515,0.01849057,0.003167013,0.0001515672,0.0005869559,0.00430821,0.0005963163,0.03036811],"category_scores_gemma":[0.07826928,0.0004616629,0.006093279,0.006922137,0.0001325117,0.0002777191,0.0001585091,0.000633016,0.005008134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001977991,"about_ca_system_score_gemma":0.0003535689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001238988,"about_ca_topic_score_gemma":0.0004191369,"domain_scores_codex":[0.9435017,0.01748423,0.02521308,0.002604126,0.01062328,0.0005736523],"domain_scores_gemma":[0.9465774,0.03721873,0.008756521,0.006533504,0.0007325273,0.0001812869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003865271,0.00003055648,0.0001647926,0.00233109,0.00004113921,0.00005281861,0.00006276009,0.0000134067,1.691684e-7,0.00007574219,0.07706391,0.9201598],"study_design_scores_gemma":[0.0001567142,0.00005455131,0.0001599535,0.08134362,0.001125776,0.00001953487,0.0000353716,0.0004878454,7.448912e-8,0.001023169,0.9152024,0.0003909371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001655869,0.9720016,0.01661826,0.0002202904,0.0008729981,0.002083205,0.00002616949,0.00001388564,0.00814699],"genre_scores_gemma":[0.0001443988,0.9919444,0.004690542,0.0002526738,0.0004968511,0.0001686102,0.00003210763,0.00005959173,0.002210879],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9197688,"threshold_uncertainty_score":0.9997835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8866544649228268,"score_gpt":0.6223713030447294,"score_spread":0.2642831618780974,"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."}}