{"id":"W7084495615","doi":"10.18103/mra.v13i9.6968","title":"Importance of Early Worldwide Organ Donation Education","year":2025,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Organ donation; Economic shortage; Donation; Curriculum; Formative assessment; Transplantation; Relocation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006182654,0.00006623723,0.0001013731,0.0001472353,0.00006623458,0.00001477032,0.0003756768,0.00006765607,0.00009087371],"category_scores_gemma":[0.002925874,0.00005832781,0.00004018171,0.00024883,0.0005256701,0.000003325702,0.0001837641,0.000192696,0.000006243399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001111216,"about_ca_system_score_gemma":0.001159768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003208459,"about_ca_topic_score_gemma":0.0001039716,"domain_scores_codex":[0.9986104,0.0002091867,0.0002245491,0.0002497582,0.0004701509,0.0002359195],"domain_scores_gemma":[0.9992406,0.000166222,0.00004245913,0.0003251514,0.0001106273,0.0001148992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002911004,0.0002371313,0.3492262,0.0001318508,0.00004762389,0.000003288214,0.0001071756,3.430522e-7,0.4459519,0.008182764,0.008246001,0.1875747],"study_design_scores_gemma":[0.0003229831,0.0001857483,0.8046579,0.0002946579,0.000004514196,0.000001903078,0.0001597503,0.00003396008,0.1442451,0.008727659,0.04126368,0.0001021725],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970295,0.0007068169,0.002808399,0.001567949,0.0001140804,0.0001606225,0.000003674503,0.000005501402,0.02433794],"genre_scores_gemma":[0.9931303,0.0006675585,0.001410476,0.0001266134,0.000127174,0.0000132132,0.00005165341,0.000007988944,0.004464989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4554317,"threshold_uncertainty_score":0.3502756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408429741386671,"score_gpt":0.3618554332735218,"score_spread":0.3477711358596551,"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."}}