{"id":"W4413314641","doi":"10.30681/ecs.v14i3.13095","title":"MERITOCRACIA E CIDADANIA: o papel das instituições educacionais num contexto de privilégios","year":2024,"lang":"pt","type":"article","venue":"Revista Educação Cultura e Sociedade","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Sociology; Humanities; Philosophy","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":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002963765,0.0009668468,0.001089481,0.0002414501,0.002137323,0.002988917,0.002388001,0.001657729,0.005987175],"category_scores_gemma":[0.002847642,0.0008764759,0.001099541,0.002306583,0.001756049,0.001674115,0.0006890942,0.003845879,0.003434059],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002518265,"about_ca_system_score_gemma":0.005995163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001269069,"about_ca_topic_score_gemma":0.0001657958,"domain_scores_codex":[0.990994,0.001288676,0.001179995,0.001702221,0.002273208,0.002561844],"domain_scores_gemma":[0.9958764,0.001009699,0.0003401453,0.0008400583,0.0004813409,0.001452414],"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":[0.0000268009,0.0002456795,0.0008744975,0.001158364,0.0006085058,0.0001604834,0.1283017,0.000004307959,0.001954714,0.08914454,0.7601339,0.01738654],"study_design_scores_gemma":[0.0002874497,0.00009753046,0.0005764558,0.001716213,0.0002900416,0.00005495556,0.1144307,0.0001676976,0.0001588805,0.00109583,0.8801159,0.001008309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2331681,0.1966597,0.001640051,0.2897132,0.02506547,0.009751868,0.001357811,0.00300228,0.2396415],"genre_scores_gemma":[0.8193063,0.02391365,0.0003945295,0.002230429,0.007408598,0.0002679267,0.00009988317,0.0001584264,0.1462203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5861381,"threshold_uncertainty_score":0.9996399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1054550678172382,"score_gpt":0.4656229970681677,"score_spread":0.3601679292509296,"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."}}