{"id":"W7102393848","doi":"10.23925/1809-3876.2025v23e65720","title":"BNC-formação continuada","year":2025,"lang":"","type":"article","venue":"Revista e-Curriculum","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Continuing education; Government (linguistics); Order (exchange); Context (archaeology); Dimension (graph theory)","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":[0.002601471,0.0003881702,0.0005897655,0.0002104932,0.001851981,0.001060261,0.0009328788,0.0004128475,0.0127003],"category_scores_gemma":[0.002159905,0.0003844967,0.0003245191,0.001967883,0.0005847901,0.001300855,0.0001803737,0.0007391159,0.001879862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002468785,"about_ca_system_score_gemma":0.001804415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003161145,"about_ca_topic_score_gemma":0.0006131447,"domain_scores_codex":[0.9958398,0.001150073,0.000914742,0.0006759586,0.0005773007,0.0008421761],"domain_scores_gemma":[0.997151,0.0007293974,0.0006525926,0.0006473215,0.0005151881,0.0003045296],"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":[0.00002102789,0.0009791894,0.1011673,0.0005515174,0.0002668262,0.00001185145,0.01153128,0.000001799058,0.000017981,0.5380195,0.2963973,0.05103447],"study_design_scores_gemma":[0.000313261,0.00004361356,0.002870481,0.0004718668,0.0002853575,0.000002492739,0.03456928,0.00005778426,0.00002388596,0.0009514705,0.9599991,0.00041135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1395294,0.03426359,0.0002808603,0.03377227,0.008073677,0.001169347,0.00003287507,0.0001779886,0.7827],"genre_scores_gemma":[0.882105,0.008152863,0.0002321968,0.001977479,0.0009369642,0.00005352159,0.00002259672,0.00001769034,0.1065017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7425756,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904104952371088,"score_gpt":0.3796240491166624,"score_spread":0.3605829995929515,"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."}}