{"id":"W7125823510","doi":"10.12957/cdf.2025.92288","title":"Emendas impositivas","year":2025,"lang":"","type":"article","venue":"Cadernos do Desenvolvimento Fluminense","topic":"Social and Political Issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Legislature; Legislation; Work (physics); Economic Justice; State (computer science); Public policy; Government (linguistics); Context (archaeology); Equity (law); Control (management)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009836552,0.0006870065,0.0008577181,0.0003323267,0.001712909,0.0007720956,0.0009086662,0.0008348089,0.004919755],"category_scores_gemma":[0.0008157453,0.0007279674,0.0005557041,0.001633215,0.002193979,0.0004280011,0.0004023417,0.0007093797,0.002006698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007280871,"about_ca_system_score_gemma":0.000809395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005263675,"about_ca_topic_score_gemma":0.0002177441,"domain_scores_codex":[0.9940124,0.0008862182,0.001012226,0.001094379,0.001026697,0.001968049],"domain_scores_gemma":[0.9968116,0.001018319,0.0002123591,0.0006893278,0.0004116611,0.0008566958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001939336,0.001094991,0.01087113,0.0003231121,0.001043738,0.0002152305,0.07205626,0.000001868396,0.005241877,0.726575,0.1652396,0.01714332],"study_design_scores_gemma":[0.00150873,0.0002048812,0.002980893,0.000579848,0.0006811731,0.000003120724,0.04276352,0.00007972705,0.00925427,0.03769083,0.9031011,0.001151873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3505933,0.02582966,0.0001703918,0.03024773,0.006486702,0.001738134,0.0001083869,0.0004094538,0.5844162],"genre_scores_gemma":[0.8461313,0.001266767,0.0001173626,0.002773443,0.001780699,0.00007220363,0.0000207672,0.00004707689,0.1477904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7378616,"threshold_uncertainty_score":0.9995867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01899231208470987,"score_gpt":0.3618119678413959,"score_spread":0.342819655756686,"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."}}