{"id":"W4308921100","doi":"10.1016/j.tracli.2022.11.001","title":"How do we forecast tomorrow’s transfusion? Applying social science approaches to meet tomorrow’s transfusion needs: Blood donors and donation","year":2022,"lang":"en","type":"article","venue":"Transfusion Clinique et Biologique","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Donation; Blood donor; Blood transfusion; Medicine; Intensive care medicine; Political science; Surgery; Immunology; Law","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":[0.003183853,0.000408665,0.0004288811,0.002795613,0.001398211,0.003920475,0.0007468445,0.001914564,0.002054686],"category_scores_gemma":[0.01686325,0.0002303007,0.0004442982,0.002489722,0.001067796,0.003922682,0.0009190597,0.001797552,0.0001736143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004011806,"about_ca_system_score_gemma":0.003663428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1522094,"about_ca_topic_score_gemma":0.1816341,"domain_scores_codex":[0.9991614,0.0004893299,0.00003576699,0.0000896709,0.00008079848,0.0001432062],"domain_scores_gemma":[0.9850599,0.01002425,0.001976843,0.0002517303,0.001273188,0.001414195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001496529,0.0003013526,0.8935554,0.0001173732,0.0003642287,0.0003681953,0.008475108,0.01322552,0.0002209079,0.02003532,0.009522715,0.05366429],"study_design_scores_gemma":[0.00003729178,0.0001952771,0.5295928,0.0004413518,0.0003118427,0.0001454181,0.1041334,0.195262,0.0006067303,0.1506866,0.01841638,0.0001710126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9226447,0.002016276,0.004094714,0.05891339,0.000289603,0.00003779714,0.0005729166,0.00003439726,0.0113962],"genre_scores_gemma":[0.9976755,0.0005149961,0.0007431263,0.0004424547,0.00009994075,0.00001204764,0.0001000326,0.000003151832,0.0004088596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1522094,"threshold_uncertainty_score":0.3026469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08423273055218335,"score_gpt":0.274921146109993,"score_spread":0.1906884155578097,"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."}}