{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005681073,0.0001965463,0.0002654727,0.001201649,0.01730588,0.00623992,0.001855184,0.0007203518,0.005372479],"category_scores_gemma":[0.008363115,0.0002335866,0.0002474798,0.001968964,0.007918364,0.003008682,0.005615205,0.002107353,0.0001187554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06519932,"about_ca_system_score_gemma":0.09082412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8931698,"about_ca_topic_score_gemma":0.9161665,"domain_scores_codex":[0.9965233,0.001433182,0.00009660853,0.0001885968,0.0005762795,0.001182107],"domain_scores_gemma":[0.9937516,0.002548822,0.0006772393,0.0001205489,0.001211013,0.001690658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003043943,0.00006122333,0.02385308,0.000117005,0.000006377495,0.0005936836,0.9534417,0.0001267562,0.0002320676,0.007892538,0.001263609,0.01238144],"study_design_scores_gemma":[0.000001716516,0.00001396109,0.008591527,0.000117143,0.000004246068,0.00005605305,0.9827603,0.0001470422,0.00006017951,0.000545925,0.007693863,0.000008027371],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635785,0.001434083,0.00171137,0.007632655,0.00005081755,0.0001408912,0.00009328381,0.0000155182,0.02534288],"genre_scores_gemma":[0.9965248,0.0007516662,0.0004011629,0.0003065451,0.000004807996,0.00003320132,0.00002431412,0.00000617631,0.00194745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068302,"threshold_uncertainty_score":0.4730564,"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."}}