{"id":"W2796970274","doi":"10.25190/rec.v4i2.1423","title":"IMPACTOS DAS MUDANÇAS E INOVAÇÕES NO ENSINO SUPERIOR","year":2015,"lang":"pt","type":"article","venue":"Revista Expressão Católica","topic":"Education and Public Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Humanities; Political science; 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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001649807,0.0005480759,0.000771296,0.0002673593,0.0006427135,0.001263543,0.001240879,0.0004603044,0.003258649],"category_scores_gemma":[0.003118281,0.0005355876,0.0003306948,0.001186701,0.0006852832,0.000798907,0.0002823949,0.0005583247,0.006184792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005690525,"about_ca_system_score_gemma":0.003563628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005349183,"about_ca_topic_score_gemma":0.0002124675,"domain_scores_codex":[0.9950104,0.000867825,0.0008518361,0.0008210705,0.001131029,0.001317809],"domain_scores_gemma":[0.9951206,0.0002978189,0.0004108794,0.001281961,0.0008968835,0.001991897],"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":[0.00004513715,0.0003314723,0.002357479,0.0001283663,0.00007246278,0.00000936363,0.07999508,0.000001110629,0.0006862277,0.02214006,0.8919212,0.002312083],"study_design_scores_gemma":[0.0005567711,0.000124978,0.001239098,0.0001588815,0.00006717394,0.00001323002,0.01394732,0.00003226466,0.0001545919,0.0001132934,0.9829538,0.0006386236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3019643,0.01331474,0.000094908,0.0521199,0.005700205,0.002499626,0.0005589875,0.0007749835,0.6229724],"genre_scores_gemma":[0.8527387,0.0009773573,0.0001479718,0.00389927,0.004440281,0.0000669291,0.00009452053,0.00009189801,0.137543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5507745,"threshold_uncertainty_score":0.9997733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0993148610655357,"score_gpt":0.407824581459601,"score_spread":0.3085097203940653,"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."}}