{"id":"W4410264514","doi":"10.1016/j.socscimed.2025.118189","title":"Developing a social model for blood and plasma donation","year":2025,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; St. Paul's Hospital","funders":"Canadian Institutes of Health Research; Canadian Blood Services","keywords":"Blood donor; Donation; Medicine; Developing country; Sociology; Political science; Economic growth; Immunology; Economics; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003848694,0.0006041653,0.0002601222,0.001914029,0.004438727,0.005013478,0.001704303,0.002196285,0.00758736],"category_scores_gemma":[0.004319855,0.000335565,0.0009482621,0.001283489,0.01062885,0.005527841,0.00384607,0.00186793,0.0007338945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006809125,"about_ca_system_score_gemma":0.006564259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009846034,"about_ca_topic_score_gemma":0.01038764,"domain_scores_codex":[0.996514,0.002714306,0.00007544223,0.0002387469,0.0002844484,0.0001731492],"domain_scores_gemma":[0.9963508,0.002441108,0.0003215066,0.0001834473,0.0003497561,0.0003533006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001224702,0.00007325723,0.001342187,0.00004667957,0.000009196173,0.0002028993,0.02204608,0.005020804,0.0001893621,0.9652451,0.0009054545,0.004906831],"study_design_scores_gemma":[0.00005117834,0.000107971,0.001337921,0.000164042,0.00002826684,0.0002919625,0.03195348,0.0476586,0.0002618126,0.8517942,0.06630746,0.00004315694],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1763341,0.0007671799,0.3773406,0.04962293,0.000350972,0.0007189348,0.000293928,0.0002383964,0.394333],"genre_scores_gemma":[0.9154752,0.0004708326,0.07128958,0.0008665125,0.00005454568,0.0005859755,0.000125186,0.00004970009,0.01108248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009846034,"threshold_uncertainty_score":0.04940391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04069418491644947,"score_gpt":0.3203258803863737,"score_spread":0.2796316954699242,"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."}}