{"id":"W4390466670","doi":"10.26694/rles.v27i55.4671","title":"POLÍTICAS EDUCACIONAIS NEOLIBERAIS E AVALIAÇÃO EXTERNA: EXPERIÊNCIAS DO SAERS EM ESCOLAS PÚBLICAS DE RIO GRANDE","year":2023,"lang":"pt","type":"article","venue":"Linguagens Educação e Sociedade","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul","keywords":"Humanities; Political science; 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003957074,0.0009656787,0.0009366624,0.0006366065,0.003634137,0.001435276,0.001628774,0.001221036,0.01619249],"category_scores_gemma":[0.003411743,0.001105393,0.000945396,0.003348247,0.0009477622,0.0009913696,0.0003375313,0.001842076,0.006153884],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008106182,"about_ca_system_score_gemma":0.00571205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002887578,"about_ca_topic_score_gemma":0.001727948,"domain_scores_codex":[0.9909398,0.001819826,0.001214263,0.00163122,0.001564482,0.002830434],"domain_scores_gemma":[0.9934493,0.002534763,0.0008522103,0.00120959,0.0004461234,0.001508063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007793419,0.0006338359,0.002783328,0.0001143081,0.00038131,0.00009345104,0.7781087,0.00003160518,0.0010684,0.003534666,0.2041494,0.009023082],"study_design_scores_gemma":[0.0007019871,0.00009552604,0.004312558,0.0001668542,0.0003524851,0.00004726596,0.5858082,0.00005991619,0.0006472923,0.002376688,0.4043201,0.001111219],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8949797,0.006441168,0.00006054248,0.04916857,0.01610235,0.001030624,0.0001316063,0.0008531886,0.03123222],"genre_scores_gemma":[0.7894474,0.0038536,0.0005547201,0.004738221,0.007453549,0.0002246955,0.00009177375,0.0001947845,0.1934413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2001706,"threshold_uncertainty_score":0.9999247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08159790288637081,"score_gpt":0.431014636474487,"score_spread":0.3494167335881161,"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."}}