{"id":"W4387572028","doi":"10.1111/trf.134_17554","title":"P‐BB‐30 | Donor Return Behavior in South Africa: A Comparison Between Mobile and Fixed Site Blood Drives","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Library science; Computer 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":[0.0004606411,0.0002268953,0.0003343843,0.0005569213,0.0002535297,0.00024049,0.0001586495,0.0001461258,0.0005475824],"category_scores_gemma":[0.00002877293,0.0002117879,0.00007996645,0.001062633,0.00005747145,0.0009168241,0.00006781737,0.0003088471,0.0003440316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007566305,"about_ca_system_score_gemma":0.00001273932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003551374,"about_ca_topic_score_gemma":0.0004863441,"domain_scores_codex":[0.998412,0.00003503573,0.0004299242,0.0004481196,0.0003403888,0.0003345394],"domain_scores_gemma":[0.9994417,0.0001320616,0.0001318937,0.0001945119,0.00006723322,0.00003253181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001017748,0.0004329225,0.9640663,0.0002026755,0.00003896167,0.00004879658,0.00667552,0.00002946517,0.009448395,0.0003644076,0.000277871,0.01831292],"study_design_scores_gemma":[0.005501041,0.0001125672,0.9411627,0.0001407538,0.0007833089,0.000002323735,0.004018895,0.002119765,0.001181063,0.0002926292,0.04397821,0.0007067304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995451,0.0001824445,0.00006928061,0.0005155395,0.0001630702,0.0006916872,0.00001954043,0.0003389834,0.002568413],"genre_scores_gemma":[0.9989145,0.0001557129,0.00007915754,0.0001192963,0.0002316537,0.0001213764,0.0001047434,0.0000347714,0.0002387563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04370033,"threshold_uncertainty_score":0.8636459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201525518300877,"score_gpt":0.2649207415406379,"score_spread":0.2329054863576292,"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."}}