{"id":"W4255783129","doi":"10.22478/ufpb.1516-1536.2019v21n3.50494","title":"EXPEDIENTE","year":2020,"lang":"en","type":"article","venue":"Revista Graphos","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Universidade Federal da Paraíba; Universidade de São Paulo; Universidade do Porto; Universidade Federal Fluminense; Universidade Federal de Pernambuco; University of Alberta; Temple University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009308333,0.0001317582,0.0001821644,0.00005756894,0.00005212766,0.00006388035,0.0002196327,0.00003012231,0.0004516158],"category_scores_gemma":[0.000132476,0.0001233371,0.0001431068,0.0007107418,0.0000550193,0.00009483982,0.00005696703,0.000114239,0.01161644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001714217,"about_ca_system_score_gemma":0.00001695803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006238269,"about_ca_topic_score_gemma":4.704168e-7,"domain_scores_codex":[0.9990087,0.00004732098,0.0001882955,0.0002841763,0.0002300776,0.0002414135],"domain_scores_gemma":[0.9993542,0.00001994457,0.00007020994,0.0002684273,0.00004304075,0.0002441587],"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":[0.0001869886,0.0001199159,0.04379005,0.0002963695,0.0001236636,0.0001511751,0.002858654,0.000004124919,0.08666502,0.06882273,0.793091,0.003890344],"study_design_scores_gemma":[0.0003518857,0.00006092101,0.001681051,0.00003111987,0.00002604132,0.000004181442,0.00009867313,0.0001202324,0.001689177,0.00005671367,0.9956782,0.0002018426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488204,0.009859934,0.0007043416,0.002270667,0.0001967682,0.0009777761,0.0001917551,0.001742195,0.03523622],"genre_scores_gemma":[0.9980586,0.00005346338,0.0002894407,0.001200783,0.0001615718,0.00001689068,0.00001684017,0.00006787895,0.0001345089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2025872,"threshold_uncertainty_score":0.9891531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03674504725451821,"score_gpt":0.251778593561476,"score_spread":0.2150335463069578,"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."}}