{"id":"W4389246527","doi":"10.54751/revistafoco.v16n11-236","title":"MELHORIA DA EDUCAÇÃO: ENFOQUES E DESAFIOS NA ADMINISTRAÇÃO DA EXCELÊNCIA EM INSTITUIÇÕES DE ENSINO","year":2023,"lang":"pt","type":"article","venue":"Revista Foco","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Humanities; Political science; Pedagogy; Sociology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"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":[0.003434889,0.000464877,0.0005951929,0.0002604483,0.00168587,0.001473558,0.0009029984,0.0004877054,0.005073462],"category_scores_gemma":[0.002997597,0.0004986041,0.0002792129,0.001718145,0.0004815098,0.001048717,0.0001675429,0.0007032783,0.004000974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003303472,"about_ca_system_score_gemma":0.004834819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001178339,"about_ca_topic_score_gemma":0.001645684,"domain_scores_codex":[0.9951569,0.001388909,0.0007930371,0.0007915593,0.0007625772,0.001107025],"domain_scores_gemma":[0.9961309,0.001599825,0.000612315,0.0007297359,0.0003009059,0.0006262778],"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":[0.0002354547,0.0008948101,0.0375039,0.001286085,0.0005388421,0.0002519155,0.2776034,0.00001212079,0.0006880809,0.1934095,0.3774952,0.1100807],"study_design_scores_gemma":[0.0002394846,0.0001351018,0.01083667,0.0003500229,0.0002427226,0.00001993242,0.06261455,0.00003082358,0.0002474249,0.001164135,0.923486,0.0006331694],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8934271,0.008529508,0.0001133336,0.02114232,0.007510649,0.001597938,0.0001855894,0.0007812715,0.06671225],"genre_scores_gemma":[0.9457465,0.00450393,0.0002426068,0.0006023856,0.002114259,0.00008134945,0.0001061851,0.0000556981,0.04654703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5459908,"threshold_uncertainty_score":0.9997466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1571819133375504,"score_gpt":0.4541968985115031,"score_spread":0.2970149851739527,"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."}}