{"id":"W4416718600","doi":"10.1017/bca.2025.10031","title":"Letter from Former SBCA Presidents and JBCA Editors to OIRA Administrator","year":2025,"lang":"en","type":"article","venue":"Journal of Benefit-Cost Analysis","topic":"Diverse Perspectives in Modern Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"George (robot); Subject (documents); Administration (probate law)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003118708,0.0001686561,0.0007382926,0.001063023,0.0001220991,0.0001636622,0.0002943198,0.00007742066,0.0002675453],"category_scores_gemma":[0.0001783271,0.0001721503,0.0003781502,0.0007382932,0.00004856243,0.0003204679,0.0001404034,0.0001746015,0.00006485459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622165,"about_ca_system_score_gemma":0.00001943748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002283099,"about_ca_topic_score_gemma":0.0001445215,"domain_scores_codex":[0.9985874,0.000009840059,0.0007659864,0.0003146069,0.0001060414,0.0002161021],"domain_scores_gemma":[0.9988655,0.00009627859,0.0005166061,0.0002530467,0.0001463103,0.0001222915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001597733,0.0001675773,0.8991177,0.00001463407,0.009687366,0.00002575073,0.001622636,0.0008909588,0.00004281791,0.004307666,0.08163986,0.002323255],"study_design_scores_gemma":[0.000977679,0.0001165293,0.8188417,0.00005186,0.001442381,0.000001561634,0.0008266235,0.0005859286,0.0001777788,0.01695331,0.1596508,0.0003738392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659846,0.003918469,0.01064507,0.005862415,0.002553526,0.0001602437,0.0004243768,0.00001204433,0.01043921],"genre_scores_gemma":[0.9947139,0.0003615372,0.001393274,0.001184398,0.001140495,0.000005754368,0.000003964209,0.0000114041,0.001185263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08027603,"threshold_uncertainty_score":0.7020085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01864844290545083,"score_gpt":0.2598826243565492,"score_spread":0.2412341814510984,"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."}}