{"id":"W2017230484","doi":"10.1159/000111099","title":"Commentary: Is It Safe to Limit Allogeneic Red Blood Cell Transfusions to Neonates?","year":2007,"lang":"en","type":"article","venue":"Neonatology","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Research Resources; National Heart, Lung, and Blood Institute","keywords":"Medicine; Hematocrit; Clinical trial; Red Blood Cell Transfusion; Pediatrics; Randomized controlled trial; Red blood cell; Intensive care medicine; Blood transfusion; Anesthesia; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002964829,0.000264887,0.0004596309,0.0001965947,0.0001561977,0.000005513762,0.0002400297,0.0003375161,0.00172541],"category_scores_gemma":[0.00005198196,0.0002512313,0.0001295715,0.0004220146,0.00006452982,0.00002071961,0.0001030927,0.0003922592,0.0005272918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008338094,"about_ca_system_score_gemma":0.0001327092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002956983,"about_ca_topic_score_gemma":0.0003355513,"domain_scores_codex":[0.9976553,0.00002987258,0.000506221,0.0005713674,0.0002810317,0.0009561871],"domain_scores_gemma":[0.9979885,0.000159826,0.00005400037,0.0004944762,0.0001163627,0.001186792],"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":[0.004483673,0.001330466,0.02274952,0.000591268,0.0001597208,0.002491931,0.002124382,0.000001954003,0.4034667,0.0001213133,0.4655686,0.09691049],"study_design_scores_gemma":[0.002328958,0.0008931435,0.004590224,0.00005369702,0.0001106479,0.0006545729,0.0003007365,0.000002745197,0.3364438,0.00003944409,0.6543457,0.0002363631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7841544,0.0006956819,0.00024372,0.2035106,0.0003205856,0.0006973275,0.00005778124,0.00005963643,0.01026026],"genre_scores_gemma":[0.7709891,0.000123544,0.004432394,0.2214923,0.000197058,0.00002903625,0.00007384915,0.00003029296,0.002632385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1887771,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737051503131953,"score_gpt":0.3111366506275428,"score_spread":0.2937661355962232,"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."}}