{"id":"W4392547298","doi":"10.32920/25360132.v1","title":"A mixed methods investigation of the relationship between blood donor policy, interest in donation, and willingness to donate among gay, bisexual, and other men who have sex with men in Ontario, Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Victoria; University of Manitoba; Ontario HIV Treatment Network; York University; Public Health Ontario; Toronto Metropolitan University; University of Toronto","funders":"Michael Smith Health Research BC; Government of Canada; Canadian Blood Services","keywords":"Donation; Blood donor; Gender studies; Demography; Social psychology; Psychology; Sociology; Political science; Medicine; Law","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":[0.001323568,0.0002968576,0.0003949369,0.0007200928,0.00009580673,0.0003783708,0.0002482098,0.0001845362,0.0000410338],"category_scores_gemma":[0.0002987114,0.0002184907,0.00002241024,0.000770657,0.0001153371,0.0004394331,0.0006221845,0.0007219099,6.024732e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316905,"about_ca_system_score_gemma":0.0006281632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9860309,"about_ca_topic_score_gemma":0.9979765,"domain_scores_codex":[0.9982133,0.0001555657,0.0006132437,0.0005461063,0.0002792633,0.0001925492],"domain_scores_gemma":[0.9986508,0.0005136749,0.000376589,0.000268781,0.0001528271,0.00003731624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002174454,0.00001920098,0.9846687,0.000374235,0.00008089394,0.000002179007,0.001330229,0.0001762262,0.00001404692,0.01218955,0.0004275527,0.0006954646],"study_design_scores_gemma":[0.0007089451,0.000008086424,0.975147,0.000527647,0.0001949575,0.000001116322,0.001235857,0.001584027,0.0001285855,0.01897003,0.001215848,0.0002779095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740936,0.00004955784,0.000152087,0.009188752,0.00006181542,0.0008775797,0.00001508877,0.00002769594,0.01553383],"genre_scores_gemma":[0.9959569,0.000003594523,0.0008708952,0.0007679997,0.00008938264,0.00009342004,0.00003043307,0.0000375245,0.002149868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02186329,"threshold_uncertainty_score":0.8909791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09461782746513683,"score_gpt":0.313954637237826,"score_spread":0.2193368097726891,"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."}}