{"id":"W2118173848","doi":"10.1053/jpsu.2001.22945","title":"Directed blood donation in pediatric general surgery: Is it worth it?","year":2001,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Donation; Deferral; Blood transfusion; Blood donor; Surgery; Retrospective cohort study; Emergency medicine; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002687417,0.0002355964,0.0005258478,0.003148075,0.0001236912,0.0002796154,0.000193456,0.0001420132,0.001724311],"category_scores_gemma":[0.001155065,0.000215578,0.0003794639,0.003489701,0.00001471434,0.002851222,0.00004137885,0.0003979239,0.0001152357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002935468,"about_ca_system_score_gemma":0.0002309496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001755821,"about_ca_topic_score_gemma":0.0001236056,"domain_scores_codex":[0.9971033,0.00007629775,0.001341726,0.0002471951,0.0008579288,0.0003735509],"domain_scores_gemma":[0.9962478,0.001357009,0.001587661,0.0001528078,0.0006048426,0.00004987199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008768456,0.0004255319,0.8281072,0.00006643855,0.00003463441,0.0002894899,0.00003891454,0.00002505684,0.000005467029,0.00003972622,0.1670605,0.003819414],"study_design_scores_gemma":[0.001529706,0.00001220525,0.8355389,0.0000354674,0.001082904,0.0000921635,0.0001481399,0.000385843,0.00001616386,0.0003738278,0.1601837,0.0006010182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822903,0.001217432,0.00004745603,0.009850563,0.002416267,0.000102328,0.000001925985,0.00005638259,0.004017314],"genre_scores_gemma":[0.9611949,0.01573723,0.0001396786,0.004099067,0.0183112,0.000005469294,0.00001517104,0.00003647593,0.0004607757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02109539,"threshold_uncertainty_score":0.9991882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442141751146148,"score_gpt":0.2525364058166213,"score_spread":0.2181149883051598,"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."}}