{"id":"W3133199632","doi":"10.5747/ce.2020.v12.n4.e338","title":"ESTUDO COMPARATIVO DA APLICAÇÃO DOS PROGRAMAS PYTHON E ORANGE PARA A ANÁLISE APROFUNDADA DE BANCOS DE DADOS","year":2021,"lang":"en","type":"article","venue":"Colloquium Exactarum","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara College","funders":"","keywords":"Python (programming language); Computer science; Orange (colour); Usability; Programming language; Database; World Wide Web; Information retrieval; Operating system; Chemistry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001982671,0.000306539,0.0004756296,0.0001269406,0.001040351,0.0005635227,0.001049248,0.0005768578,0.001579648],"category_scores_gemma":[0.001499754,0.000325347,0.0002052953,0.001389368,0.0006783481,0.000565975,0.0004342476,0.001049664,0.0003051773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008096631,"about_ca_system_score_gemma":0.002744874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00228572,"about_ca_topic_score_gemma":0.001393623,"domain_scores_codex":[0.994918,0.001119619,0.0004097039,0.0007124019,0.001162293,0.001677955],"domain_scores_gemma":[0.9974842,0.0005029559,0.0001659961,0.0006349557,0.0003855869,0.0008263197],"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":[0.0007547861,0.002025201,0.2578905,0.0004202214,0.0005569353,0.00259362,0.0895903,0.0001539372,0.02426599,0.0240679,0.5569879,0.04069269],"study_design_scores_gemma":[0.00136037,0.0001882571,0.005022361,0.0001162905,0.00006694597,0.00002300265,0.01563264,0.001397609,0.00541113,0.002531441,0.9675889,0.0006610469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8427269,0.002375022,0.004607469,0.03028936,0.001279021,0.004054408,0.0001638481,0.0009646837,0.1135393],"genre_scores_gemma":[0.9865367,0.000356327,0.003309688,0.001162816,0.0006677227,0.0004557492,0.00003660765,0.00004754416,0.007426797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.410601,"threshold_uncertainty_score":0.9999198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042196708051938,"score_gpt":0.4112878627361448,"score_spread":0.307068191930951,"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."}}