{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003633562,0.0003991669,0.0006297793,0.001384003,0.001115555,0.001230668,0.001105325,0.001165494,0.002683412],"category_scores_gemma":[0.01466175,0.0005476602,0.0020475,0.003756061,0.0009514585,0.002088843,0.001483674,0.001741022,0.0002580123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173871,"about_ca_system_score_gemma":0.002286689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0327403,"about_ca_topic_score_gemma":0.03430895,"domain_scores_codex":[0.9960402,0.002753167,0.0002833841,0.0002282957,0.0002836748,0.0004112219],"domain_scores_gemma":[0.9813102,0.008792352,0.006273928,0.0006604686,0.0006998889,0.002263059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007377283,0.0004867384,0.9967012,0.00001850657,0.0003093479,0.00006127469,0.0003109608,0.0001019244,0.00003139542,0.0000769417,0.00008527609,0.001078732],"study_design_scores_gemma":[0.00005776274,0.0009996525,0.9955005,0.00002176874,0.000170638,0.0001908533,0.002095045,0.0005696918,0.00002761232,0.00006085783,0.0002896551,0.00001595779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989819,0.0003505803,0.00004295571,0.00007733311,0.000004277749,0.0000142322,0.0001546613,0.000001111527,0.0003730283],"genre_scores_gemma":[0.9992804,0.000220536,0.00005689016,0.00004859483,0.00001020047,0.00001798026,0.0002152662,0.000002861114,0.0001472192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0327403,"threshold_uncertainty_score":0.06509948,"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."}}