{"id":"W4294740860","doi":"10.53350/pjmhs2216866","title":"Pre-donation Deferral Pattern of Allogeneic Blood Donors: An Analysis from a Developing Country","year":2022,"lang":"en","type":"article","venue":"","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Defence Medical Centre","funders":"","keywords":"Medicine; Deferral; Donation; Blood donor; Blood transfusion; Surgery; Pediatrics; Emergency medicine","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":[0.0004754431,0.0002119383,0.0002242053,0.001240748,0.0006314348,0.0004778095,0.0003370908,0.000328976,0.001575536],"category_scores_gemma":[0.001186795,0.0002824013,0.000285565,0.001499556,0.000470287,0.0003280916,0.0005247801,0.0003494254,0.0002037939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003375518,"about_ca_system_score_gemma":0.000590626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00668653,"about_ca_topic_score_gemma":0.007501818,"domain_scores_codex":[0.9996825,0.00006782366,0.00005629389,0.00005679593,0.00005606592,0.00008062836],"domain_scores_gemma":[0.9990017,0.0001773315,0.0004058493,0.00005682149,0.0001359003,0.0002223851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003411874,0.00002607767,0.9984132,0.00001526353,0.000009963655,0.0003069562,0.0002991435,0.00001507108,0.0001171687,0.00001292683,0.00004675533,0.0007033283],"study_design_scores_gemma":[0.000003662061,0.0001072204,0.9965759,0.00001242659,0.00001323457,0.001156616,0.001834996,0.00004747892,0.00005317503,0.0000149874,0.0001756957,0.000004529272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996397,0.00009817427,0.00001951421,0.00002102194,0.000001764148,0.000004066906,0.00007582515,7.006997e-7,0.0001391476],"genre_scores_gemma":[0.999649,0.000138749,0.0000302872,0.00002303092,0.000002908416,0.000004286677,0.0001090235,5.780686e-7,0.0000421709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00668653,"threshold_uncertainty_score":0.01329523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02215505862648972,"score_gpt":0.2488661612221938,"score_spread":0.2267111025957041,"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."}}