{"id":"W2921688166","doi":"","title":"FERRAMENTAS PARA LETRAMENTO ACADÊMICO","year":2018,"lang":"pt","type":"article","venue":"CIET:EnPED","topic":"Information Science and Libraries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.0007318517,0.0003503889,0.0003174061,0.0002286093,0.000831973,0.002161546,0.002136399,0.0002308925,0.001383126],"category_scores_gemma":[0.0000744032,0.000324692,0.0001694231,0.001359296,0.0007556901,0.00454445,0.0006728572,0.0003179392,0.01421759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000893,"about_ca_system_score_gemma":0.0003977622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003630393,"about_ca_topic_score_gemma":0.000008960106,"domain_scores_codex":[0.9967254,0.00009965245,0.000665335,0.0006376547,0.0009324609,0.0009395412],"domain_scores_gemma":[0.9979663,0.00008419568,0.0003129172,0.001088616,0.0002116183,0.0003363667],"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":[0.0001260636,0.0004563678,0.008780651,0.0001420407,0.000193279,0.00003770653,0.1420902,0.00004198991,0.006386313,0.1058493,0.6582199,0.0776762],"study_design_scores_gemma":[0.001289452,0.0007796509,0.01719967,0.0001301193,0.00003642726,0.00004463618,0.003669088,0.05648897,0.01626773,0.002276415,0.9007244,0.001093486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4422114,0.001382124,0.3877424,0.03399158,0.01537697,0.00191386,0.0001211106,0.001260942,0.1159996],"genre_scores_gemma":[0.9617251,0.00003176731,0.003964328,0.01439549,0.0008250696,0.00002168559,0.00002995463,0.00002074854,0.01898589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5195137,"threshold_uncertainty_score":0.9999205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08265737315018962,"score_gpt":0.3227856701226706,"score_spread":0.2401282969724809,"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."}}