{"id":"W4410342736","doi":"10.63330/aurumpub.002-010","title":"ESTADO DO CONHECIMENTO DO NOVO ENSINO MÉDIO: ENUNCIAÇÕES DAS PESQUISAS SOBRE A REFORMA DE 2017","year":2025,"lang":"pt","type":"book-chapter","venue":"","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003257785,0.0008374489,0.0008789477,0.0004174533,0.002233248,0.0009158903,0.001253608,0.0015508,0.04504333],"category_scores_gemma":[0.0007933673,0.0007904629,0.0004751686,0.0002244864,0.0009963025,0.001248646,0.0003384268,0.001350623,0.00331093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006475069,"about_ca_system_score_gemma":0.005304154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004858261,"about_ca_topic_score_gemma":0.009054636,"domain_scores_codex":[0.9950221,0.0004938513,0.001024108,0.001132258,0.001145915,0.001181802],"domain_scores_gemma":[0.994787,0.001673242,0.001107496,0.001081035,0.0007389176,0.0006123365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001711979,0.0001786267,0.001177843,0.0001637084,0.0004958297,0.0000617717,0.04014713,0.000002101014,0.00001689078,0.7443184,0.1965714,0.01669505],"study_design_scores_gemma":[0.0004145709,0.0001236176,0.0002661323,0.0004271204,0.0004675583,0.00003754763,0.03265405,0.000005072274,0.00004903465,0.01150006,0.9531702,0.0008850494],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007584764,0.003912651,0.00008707945,0.01239264,0.003731679,0.0007490432,0.0001462587,0.0001650023,0.9780571],"genre_scores_gemma":[0.04286963,0.009794924,0.0004894914,0.00367259,0.001494194,0.00003667203,0.000117089,0.00005121809,0.9414742],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7565988,"threshold_uncertainty_score":0.9997454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08145902387893372,"score_gpt":0.4128402306112338,"score_spread":0.3313812067323001,"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."}}