{"id":"W2084021792","doi":"10.1053/tmrv.2002.35211","title":"The before/after study design in transfusion medicine: Methodologic considerations","year":2002,"lang":"en","type":"article","venue":"Transfusion Medicine Reviews","topic":"Blood transfusion and management","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; McGill University; Ottawa Hospital","funders":"","keywords":"Generalizability theory; Randomized controlled trial; Psychological intervention; Research design; Medicine; External validity; Intervention (counseling); Internal validity; Risk analysis (engineering); Intensive care medicine; Medical physics; Computer science; Psychology; Nursing; Surgery; Pathology; Mathematics; Statistics; Social psychology","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":[],"category_scores_codex":[0.007332887,0.0005746778,0.001641563,0.000449231,0.0004582042,0.00001963805,0.0002506006,0.0001747796,0.009595293],"category_scores_gemma":[0.001007924,0.0002889465,0.000256836,0.001132857,0.0004894998,0.0001161215,0.00002827448,0.0008187065,0.0001660595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000829345,"about_ca_system_score_gemma":0.00003498096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007992,"about_ca_topic_score_gemma":0.005500401,"domain_scores_codex":[0.993301,0.002319623,0.002012854,0.0008204641,0.0009294062,0.0006166213],"domain_scores_gemma":[0.9971246,0.001161262,0.0001665366,0.001050035,0.0001401019,0.0003574258],"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":[0.001452908,0.004152215,0.02131316,0.001248372,0.0003761346,0.001351656,0.05329583,0.00002434881,0.006700252,0.00221868,0.06846901,0.8393974],"study_design_scores_gemma":[0.06618056,0.02791728,0.1372498,0.01002239,0.007469358,0.001157292,0.01774008,0.002282407,0.0004138385,0.005463941,0.7221023,0.002000751],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.206003,0.2773887,0.1121283,0.3099762,0.003799289,0.05939015,0.00000778411,0.0008281966,0.03047843],"genre_scores_gemma":[0.1629592,0.8172655,0.004051095,0.009419499,0.0006189955,0.002004453,0.00001121849,0.00008971222,0.003580309],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8373967,"threshold_uncertainty_score":0.9999563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1889628353276549,"score_gpt":0.3749563897063511,"score_spread":0.1859935543786963,"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."}}