{"id":"W2763178176","doi":"10.24109/2176-6681.rbep.80i194.1005","title":"Institutos Superiores de Educação: desafio para as universidades","year":2019,"lang":"pt","type":"article","venue":"Revista Brasileira de Estudos Pedagógicos","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","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":[0.002358414,0.000657147,0.0008075447,0.0003207704,0.001426026,0.001139262,0.001396803,0.0006639815,0.01952898],"category_scores_gemma":[0.001503499,0.0007217337,0.0003990927,0.001113849,0.0006389116,0.001714256,0.0002223434,0.001114395,0.007758154],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000887126,"about_ca_system_score_gemma":0.008327188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004107002,"about_ca_topic_score_gemma":0.0008202318,"domain_scores_codex":[0.9940547,0.001890671,0.0007244325,0.001030375,0.0008617574,0.001438077],"domain_scores_gemma":[0.9956448,0.001622827,0.0006087151,0.0009498933,0.0002981537,0.0008756003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001577269,0.0007091584,0.8859823,0.0003806515,0.0002170643,0.00007597966,0.05618227,0.00003772375,0.0006158099,0.04681905,0.007172518,0.001649773],"study_design_scores_gemma":[0.0008519609,0.0004001937,0.4769769,0.0005404829,0.0004512292,0.0001110628,0.1168844,0.00008137854,0.000172785,0.0001368314,0.4022939,0.001098935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506875,0.004053345,0.00006163536,0.003218685,0.001221268,0.001320493,0.00004424531,0.0001899315,0.03920293],"genre_scores_gemma":[0.9446993,0.001852076,0.0002471005,0.001601985,0.0009665398,0.0000505997,0.00003275529,0.00007093989,0.05047871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4090054,"threshold_uncertainty_score":0.9998977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0640238512224492,"score_gpt":0.3909928504685796,"score_spread":0.3269689992461304,"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."}}