{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006675695,0.0004250033,0.0006864629,0.006327243,0.003558699,0.009301677,0.001256816,0.00141019,0.01004812],"category_scores_gemma":[0.01094216,0.0003403703,0.0007257153,0.01137165,0.005780285,0.005701026,0.005880084,0.001779088,0.0007154741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01192943,"about_ca_system_score_gemma":0.01555466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07016234,"about_ca_topic_score_gemma":0.09198452,"domain_scores_codex":[0.9954269,0.002438661,0.0001713291,0.0005374745,0.0006678057,0.0007577351],"domain_scores_gemma":[0.9902495,0.005674456,0.0009863627,0.0008851907,0.001734255,0.0004702295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001618507,0.00007350904,0.05201023,0.001850886,0.0001404319,0.0007609887,0.2102507,0.00248866,0.001192147,0.4663198,0.008877588,0.2558733],"study_design_scores_gemma":[0.00002435896,0.00012861,0.1292098,0.003498647,0.0002118168,0.0005322233,0.2450898,0.001952391,0.001853531,0.07798675,0.5394279,0.00008413276],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5006672,0.05679828,0.03260831,0.06547273,0.0005375647,0.0001642016,0.001278004,0.0003263562,0.3421474],"genre_scores_gemma":[0.9728929,0.01013095,0.005806423,0.0009361364,0.0000927363,0.0000552853,0.0001273527,0.00006672713,0.009891348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07016234,"threshold_uncertainty_score":0.1395079,"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."}}