{"id":"W2329348576","doi":"10.5748/9788599693117-12contecsi/rf-3100","title":"AVALIAÇÃO DE SISTEMAS DE INFORMAÇÕES: UMA PESQUISA SOBRE A SATISFAÇÃO DE USUÁRIOS NA REGIÃO METROPOLITANA DE BELO HORIZONTE MINAS GERAIS","year":2015,"lang":"pt","type":"article","venue":"","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Descriptive statistics; Cluster (spacecraft); Statistical analysis; Computer science; Psychology; Statistics; Mathematics","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"],"consensus_categories":[],"category_scores_codex":[0.002646354,0.0005356398,0.0006292716,0.0004347877,0.0007036956,0.0007711683,0.001269462,0.0008232271,0.0003409545],"category_scores_gemma":[0.005967138,0.0005183517,0.0003648825,0.001321026,0.0009037215,0.001129842,0.0003220756,0.0005548361,0.0004949318],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004033732,"about_ca_system_score_gemma":0.005457144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01962367,"about_ca_topic_score_gemma":0.02043103,"domain_scores_codex":[0.9952767,0.0004236554,0.000809252,0.0005622223,0.000898253,0.002029924],"domain_scores_gemma":[0.9965564,0.0004986975,0.0004273571,0.0007838755,0.0004735101,0.001260154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001108769,0.0005157135,0.09210265,0.0003355067,0.0003075,0.00007185027,0.2574334,0.00001988445,0.0002008313,0.2442648,0.3577397,0.04689725],"study_design_scores_gemma":[0.0009961277,0.0006556055,0.007216067,0.000243298,0.0001738562,0.00009176934,0.8237088,0.0006916014,0.001805707,0.02615829,0.137118,0.001140802],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5838649,0.00240121,0.005214688,0.0200094,0.00100458,0.0009161858,0.00006256389,0.001332278,0.3851942],"genre_scores_gemma":[0.9024155,0.0005338442,0.005799771,0.002230802,0.0002992274,0.00009764985,0.00001175005,0.00005086641,0.08856063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5662755,"threshold_uncertainty_score":0.9997896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0906895136022878,"score_gpt":0.3612432437623594,"score_spread":0.2705537301600717,"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."}}