{"id":"W4406688868","doi":"10.55028/revens.v5i9.21328","title":"A BNC-Gestão e as Demandas Sobre o Papel do Gestor Escolar no atual Contexto Educacional","year":2024,"lang":"pt","type":"article","venue":"Revista Ensin UFMS","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002452415,0.0004669612,0.0005400328,0.000176133,0.001115044,0.001765948,0.0005168912,0.0005239852,0.0123967],"category_scores_gemma":[0.002339176,0.000453731,0.0003596306,0.0007531981,0.0005799468,0.001116191,0.000120441,0.001047365,0.0201598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002952554,"about_ca_system_score_gemma":0.003892685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000826338,"about_ca_topic_score_gemma":0.0004960137,"domain_scores_codex":[0.9955387,0.001177819,0.0006315467,0.0009577139,0.000936979,0.0007572133],"domain_scores_gemma":[0.9959355,0.002270979,0.0003071503,0.0005301309,0.0004435673,0.000512652],"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":[0.0001934581,0.0005059284,0.002000617,0.0008255164,0.0004786379,0.0002260441,0.07133424,0.000004198813,0.0002493462,0.2804537,0.6044424,0.03928593],"study_design_scores_gemma":[0.0002024093,0.0001772812,0.00146298,0.0009846144,0.0002834048,0.000068461,0.01283205,0.00003699906,0.00001730964,0.0006053742,0.982774,0.0005550885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2755062,0.2031612,0.0001122192,0.165632,0.02852075,0.002357165,0.0003396572,0.0007136259,0.3236572],"genre_scores_gemma":[0.7696437,0.008894158,0.0001428214,0.003114533,0.004646347,0.00003727055,0.00006865624,0.00008017476,0.2133723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4941376,"threshold_uncertainty_score":0.9997914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09368098930385994,"score_gpt":0.4493694462667864,"score_spread":0.3556884569629264,"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."}}