{"id":"W1973780731","doi":"10.1046/j.1365-2044.2000.01479-39.x","title":"Effectiveness of blood transfusion in Malawi","year":2000,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Queen's University","keywords":"Medicine; Context (archaeology); Blood transfusion; Caesarean section; Shock (circulatory); Haemorrhagic shock; Intensive care medicine; Pediatrics; Pregnancy; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0002961418,0.0002837945,0.0007607786,0.0004125279,0.00001900367,0.000005988864,0.0001440911,0.0005733845,0.0004566484],"category_scores_gemma":[0.000004470503,0.0002506939,0.0002489759,0.0003073448,0.0000655975,0.00003136797,0.000009894839,0.0008884167,0.00004005425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002229598,"about_ca_system_score_gemma":0.00006828861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005138038,"about_ca_topic_score_gemma":0.00002693582,"domain_scores_codex":[0.9983383,0.00020931,0.0003697134,0.0004143253,0.0003751216,0.0002931886],"domain_scores_gemma":[0.9993542,0.00005217855,0.00005719266,0.0004582576,0.00003005801,0.00004815373],"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":[0.005268081,0.006957211,0.03652687,0.05087296,0.002757984,0.06165951,0.001172127,0.00003733109,0.01159523,0.001210156,0.5226021,0.2993404],"study_design_scores_gemma":[0.007714105,0.001691797,0.0650278,0.00470917,0.001939871,0.0001493275,0.00001682982,0.00000694687,0.005899179,0.000218983,0.9120817,0.0005442997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5886611,0.00216128,0.000045563,0.3695213,0.0002159928,0.003955227,0.0000188249,0.0001647413,0.03525586],"genre_scores_gemma":[0.4738002,0.01490991,0.0004278126,0.5049876,0.0006917788,0.0002903162,0.0005564737,0.0002703161,0.004065664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3894796,"threshold_uncertainty_score":0.9999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016447669011766,"score_gpt":0.2376472847224144,"score_spread":0.2274828080322967,"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."}}