{"id":"W4414244045","doi":"10.1590/scielopreprints.13357","title":"O ENFOQUE DA ECONOMIA DA EDUCAÇÃO NA COMPREENSÃO DAS DESIGUALDADES EDUCACIONAIS REGIONAIS: UMA LEITURA INTERDISCIPLINAR","year":2025,"lang":"pt","type":"preprint","venue":"","topic":"Education and Public Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Social capital; Descriptive research; Government (linguistics)","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002286265,0.001354135,0.001577282,0.001193498,0.002215791,0.00231841,0.003996309,0.001599931,0.0130051],"category_scores_gemma":[0.0006522827,0.001388751,0.001011001,0.001265009,0.001615893,0.0009409828,0.00289077,0.002181457,0.002034071],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001956977,"about_ca_system_score_gemma":0.01458522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03226972,"about_ca_topic_score_gemma":0.008829017,"domain_scores_codex":[0.9916067,0.001489069,0.001943421,0.002390607,0.0008348481,0.001735334],"domain_scores_gemma":[0.9929989,0.001522572,0.001145573,0.002269232,0.0007654652,0.001298263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005869274,0.0008296334,0.002233967,0.0003844441,0.0005031163,0.000003528145,0.1324467,0.0000787141,0.000007689874,0.3347969,0.4931624,0.03549412],"study_design_scores_gemma":[0.0007307701,0.0001042734,0.007425276,0.00114365,0.0002320435,0.00002121877,0.1656891,0.0004525,0.0001017184,0.01968755,0.8022084,0.002203463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06359679,0.001217162,0.001267748,0.193967,0.02112275,0.002681582,0.0004350118,0.0007120925,0.7149999],"genre_scores_gemma":[0.5946521,0.0009344428,0.001244562,0.006053655,0.00368401,0.0004369039,0.0005288736,0.00007385352,0.3923917],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5310553,"threshold_uncertainty_score":0.999921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119935131182318,"score_gpt":0.4356489299611303,"score_spread":0.3236554168428985,"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."}}