{"id":"W2319983731","doi":"10.1016/s1548-5315(11)70524-1","title":"Red blood cell transfusion and chemotherapy administration: a study of resource utilization","year":2008,"lang":"en","type":"article","venue":"Community Oncology","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Administration (probate law); Blood transfusion; Red Blood Cell Transfusion; Red blood cell; Intensive care medicine; Chemotherapy; Internal medicine; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001668901,0.00007896249,0.0002420511,0.00004287656,0.0002291838,0.000001451629,0.00005252728,0.00009241269,0.00007464709],"category_scores_gemma":[0.00001711055,0.00006993805,0.00002550014,0.00009359486,0.0001163627,0.00001491148,0.00002124724,0.0002253631,8.754142e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002704697,"about_ca_system_score_gemma":0.00008994556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000149686,"about_ca_topic_score_gemma":0.0002469545,"domain_scores_codex":[0.9992071,0.0003613996,0.0001876389,0.00008219532,0.00008585306,0.0000758461],"domain_scores_gemma":[0.9994121,0.0001304526,0.0000657601,0.0002872577,0.00004977397,0.00005462971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00544465,0.1146644,0.5656426,0.0005610018,0.0003946017,0.000585327,0.2077023,0.000005507738,0.05698404,0.00005959604,0.005451917,0.04250402],"study_design_scores_gemma":[0.06146685,0.1076282,0.6372505,0.0001436962,0.0007406364,0.002232422,0.07822998,0.00009809597,0.06767302,0.00007286351,0.04411968,0.0003440844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871223,0.0001274963,0.00001592632,0.001663656,0.00001556379,0.0004145626,0.000001085129,0.00002759253,0.01061182],"genre_scores_gemma":[0.9979507,0.0007600046,0.000606667,0.0002234379,0.00001966466,0.00001059866,0.00002833866,0.000008617247,0.0003920234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1294723,"threshold_uncertainty_score":0.2851991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08724101966842401,"score_gpt":0.3426939399540958,"score_spread":0.2554529202856718,"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."}}