{"id":"W4408026477","doi":"10.1111/vox.70002","title":"A relational approach to understanding the factors influencing new plasma donor retention in Canada","year":2025,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canadian Blood Services","funders":"Health Canada; Canadian Blood Services","keywords":"Donation; Thematic analysis; Feeling; Qualitative research; Flexibility (engineering); Blood donor; Health care; Reflexivity; Psychology; Nursing; Medicine; Social psychology; Public relations; Political science; Sociology; Management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002258216,0.000100938,0.00009701636,0.0002696987,0.0002074575,0.0001682219,0.0001519833,0.00003692152,0.0001718859],"category_scores_gemma":[0.0001787997,0.00007815657,0.00003290375,0.0009325811,0.00001041228,0.0005574785,0.00005182868,0.0001506199,0.00001819521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002450146,"about_ca_system_score_gemma":0.0003208519,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6778246,"about_ca_topic_score_gemma":0.6927494,"domain_scores_codex":[0.9991634,0.0000142218,0.0002287887,0.0001929014,0.0002443815,0.0001562374],"domain_scores_gemma":[0.9996037,0.0001383085,0.00008943691,0.0001218115,0.00003313779,0.00001355036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007697188,0.00005937173,0.5150713,0.00009078487,0.00007193831,0.000003959426,0.001047818,0.002645099,0.00008272633,0.4512525,0.02631747,0.003280106],"study_design_scores_gemma":[0.001509698,0.000005138393,0.7987578,0.0001389211,0.000109064,0.000001184212,0.02490327,0.009241639,0.00004893946,0.01084698,0.1540638,0.0003735714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7917639,0.00004843972,0.006136574,0.01016261,0.0006424934,0.0003711881,0.000002880426,0.00005475852,0.1908171],"genre_scores_gemma":[0.996483,0.000001966339,0.0002077516,0.002619345,0.00009189226,0.000009818062,0.00001629916,0.000007669588,0.0005623004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4404055,"threshold_uncertainty_score":0.3243208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06054607863050193,"score_gpt":0.2325382339717431,"score_spread":0.1719921553412412,"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."}}