{"id":"W4402507688","doi":"10.2196/63817","title":"Blood Bonds: Transforming Blood Donation Through Innovation, Inclusion, and Engagement","year":2024,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood donor; Blood transfusion; Donation; Blood supply; Medicine; Productivity; Inclusion (mineral); Intensive care medicine; Blood management; Community engagement; Public relations; Business; Political science; Psychology; Surgery; Immunology; Economic growth; Economics; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02536242,0.0004721451,0.0003451046,0.001353678,0.009112969,0.01914255,0.00192572,0.00369821,0.01310137],"category_scores_gemma":[0.03860823,0.0003046473,0.0005351859,0.001195206,0.01383337,0.01129981,0.02031404,0.008307124,0.003251507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004130166,"about_ca_system_score_gemma":0.02190012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895323,"about_ca_topic_score_gemma":0.003051192,"domain_scores_codex":[0.9664266,0.02542643,0.0006186002,0.0008019697,0.003901383,0.002825125],"domain_scores_gemma":[0.9681932,0.01232283,0.002575574,0.00192429,0.002254665,0.01272943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000105889,0.0004437257,0.005201895,0.0005423663,0.00006129822,0.0006703152,0.0945418,0.0004068327,0.0007427011,0.302385,0.1825981,0.4123001],"study_design_scores_gemma":[0.00003323796,0.0001748846,0.001982068,0.001285832,0.00002302981,0.0004765993,0.05712618,0.0004639628,0.0006545624,0.1805237,0.7571867,0.00006919992],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05119826,0.01282336,0.03725878,0.6213245,0.006399656,0.0002619414,0.00009133216,0.0007540716,0.2698881],"genre_scores_gemma":[0.8418488,0.01705161,0.03555997,0.05506236,0.003817791,0.0004117634,0.0001246087,0.0004411581,0.04568206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02536242,"threshold_uncertainty_score":0.1341309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03169933469467166,"score_gpt":0.3055474506423174,"score_spread":0.2738481159476457,"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."}}