{"id":"W4394823978","doi":"10.1016/j.tpr.2024.100152","title":"Biovigilance systems: Cells, tissues, and organs donation and transplantation","year":2024,"lang":"en","type":"article","venue":"Transplantation Reports","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pan American Health Organization; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Scopus; Context (archaeology); CINAHL; Political science; Circumpolar star; Economic growth; Public relations; Business; MEDLINE; Geography; Law","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":[0.0002839948,0.000114048,0.0001538758,0.0001379216,0.00006925373,0.00007103328,0.00001124324,0.0001677142,0.00002885153],"category_scores_gemma":[0.000003436742,0.00009272308,0.00002287488,0.0001707279,0.000149607,0.0001421608,0.000001839453,0.0001434485,0.000003735833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002008797,"about_ca_system_score_gemma":0.00006623336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001840539,"about_ca_topic_score_gemma":0.00003532549,"domain_scores_codex":[0.998935,0.00002711133,0.0003303354,0.0003043797,0.0002931902,0.0001099425],"domain_scores_gemma":[0.9996402,0.00005389811,0.0000548788,0.00008492055,0.00005738689,0.0001087088],"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":[0.0005952311,0.0002454117,0.00688554,0.04544056,0.0004483015,0.01762827,0.02263455,0.0001681355,0.7462001,0.03041509,0.001057576,0.1282812],"study_design_scores_gemma":[0.005647423,0.001205946,0.5557631,0.01179729,0.004473047,0.09746022,0.001017109,0.06037534,0.1550247,0.007278054,0.09796379,0.001994009],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9393266,0.01389679,0.03579138,0.006102466,0.001494293,0.001017808,0.0001108172,0.0004660076,0.001793873],"genre_scores_gemma":[0.9844949,0.01395598,0.0003880083,0.00008080169,0.0001053092,0.00001405936,0.000483958,0.00001789925,0.0004591476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5911754,"threshold_uncertainty_score":0.3781137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01070194156994336,"score_gpt":0.2676492608445621,"score_spread":0.2569473192746187,"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."}}