{"id":"W4416590585","doi":"10.3389/ti.2025.15116","title":"Evolving Trends in Organ Donation and Transplantation Rates Across Muslim Majority Countries","year":2025,"lang":"en","type":"article","venue":"Transplant International","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Organ donation; Transplantation; Organ transplantation; Poisson regression; Psychological intervention; Socioeconomic status; Donation; Population; Bespoke","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":[0.0009882626,0.00009572733,0.0001523835,0.000839646,0.0002126376,0.0004605954,0.0002058686,0.0001731271,0.002367128],"category_scores_gemma":[0.002406728,0.00008141592,0.0002540103,0.001194545,0.00025053,0.0004896984,0.0004040735,0.0004173912,0.0003025124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000308659,"about_ca_system_score_gemma":0.0003899085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005340955,"about_ca_topic_score_gemma":0.007220814,"domain_scores_codex":[0.9995824,0.0001281879,0.00007280032,0.00007417829,0.00005434074,0.00008814722],"domain_scores_gemma":[0.9980922,0.0003838821,0.0007703414,0.0001133524,0.0004365457,0.0002037269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000121648,0.00002291109,0.9701433,0.000216529,0.00007400631,0.0001737797,0.001020918,0.0002400864,0.0005742306,0.0007169764,0.00172283,0.02497272],"study_design_scores_gemma":[0.000004654946,0.0000482311,0.991312,0.000156901,0.00002843888,0.0005827685,0.002771623,0.0003373883,0.0003124328,0.0002172755,0.004211918,0.00001629727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915275,0.00212321,0.0003674595,0.0008065401,0.00003590738,0.00001274321,0.002454826,0.0000202266,0.002651693],"genre_scores_gemma":[0.9966485,0.001136784,0.000451916,0.0002055389,0.00002154748,0.000008814715,0.00124058,0.000005449567,0.0002810301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005340955,"threshold_uncertainty_score":0.01061976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023197555293511,"score_gpt":0.3204266081329824,"score_spread":0.3101946325800473,"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."}}