{"id":"W3133760710","doi":"10.5380/jpe.v15i0.77783","title":"n. 02 - POLÍTICAS EDUCATIVAS E A AVALIAÇÃO: INFLEXÕES DO EXAME PISA","year":2021,"lang":"pt","type":"article","venue":"Jornal de Políticas Educacionais","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade de Aveiro","keywords":"Humanities; Political science; Sociology; 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":[0.002624829,0.000777267,0.0008665602,0.0004030224,0.00216259,0.001308197,0.001081314,0.000853954,0.06656248],"category_scores_gemma":[0.007310933,0.0008507326,0.0006027372,0.001915115,0.0009661378,0.001461866,0.0003114504,0.001721204,0.006010966],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008091768,"about_ca_system_score_gemma":0.01472897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0021566,"about_ca_topic_score_gemma":0.001293142,"domain_scores_codex":[0.9911379,0.002821289,0.001236892,0.001335874,0.001495908,0.001972198],"domain_scores_gemma":[0.9914922,0.003745179,0.0007847591,0.001205747,0.001028784,0.001743341],"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":[0.0001969068,0.004537897,0.03583477,0.0003302233,0.0008894163,0.0003084152,0.1990438,0.0000120073,0.001623995,0.3144607,0.4314601,0.01130185],"study_design_scores_gemma":[0.0005561505,0.0001564049,0.02924563,0.0003467744,0.0006305383,0.0005080203,0.1346201,0.00001566655,0.001920058,0.01506895,0.8158021,0.00112966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3700092,0.01683654,0.0001755455,0.4282405,0.01667011,0.0007003548,0.0002164997,0.0002467236,0.1669045],"genre_scores_gemma":[0.822968,0.002966894,0.001299377,0.007042336,0.005699947,0.00009733217,0.00005718202,0.0001008351,0.1597681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4529588,"threshold_uncertainty_score":0.9997286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07607445426473569,"score_gpt":0.4270785716253267,"score_spread":0.351004117360591,"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."}}