{"id":"W4417491726","doi":"10.25145/j.cedille.2025.28.01","title":"Presentación","year":2025,"lang":"","type":"article","venue":"Çédille","topic":"Literature, Culture, and Aesthetics","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Extremadura; Universidad de Salamanca; Universität Innsbruck; Universitat Autònoma de Barcelona; Universitat de Lleida; Universidad de Córdoba; Universidade de Trás-os-Montes e Alto Douro; Universidad de Valladolid; Universidade do Porto; Universidad de Las Palmas de Gran Canaria; Universidad de Alcalá; Universitat de Barcelona; Universidad de Murcia; Universidad Autónoma de Madrid; Queen's University; Universidad de Zaragoza; Universidad Complutense de Madrid; Universitat de Girona; Université de Lorraine; Universidad de Granada; Universidad Santiago de Cali; Universidad de La Laguna; Universidad de Málaga; Universitat Pompeu Fabra; University of Leeds; Universidad de Huelva; Euskal Herriko Unibertsitatea; Université de Montpellier; Université de Lille; Centre National de la Recherche Scientifique; Sorbonne Université; Université de Genève; Universidad de Oviedo; Université du Québec à Montréal; Universidad de Sevilla; Division of Chemistry; Universidad de Alicante","keywords":"","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001134842,0.0003428171,0.0003438612,0.0001317669,0.0009613574,0.001116999,0.0003763881,0.0001910974,0.00653056],"category_scores_gemma":[0.00002398452,0.000280693,0.0002601653,0.0001331751,0.0003670508,0.0002618743,0.0001582835,0.0003903445,0.0005811395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004041865,"about_ca_system_score_gemma":0.0000995299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008188304,"about_ca_topic_score_gemma":0.00007206449,"domain_scores_codex":[0.9983493,0.00007583909,0.000414609,0.0004278623,0.0002394877,0.0004928906],"domain_scores_gemma":[0.9990332,0.00004535871,0.00009151879,0.0005258545,0.0001977284,0.0001063107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002365726,0.0001791417,0.0001222443,0.0001163498,0.00008537919,0.00001266083,0.009355384,0.000002319494,0.00001707059,0.6798989,0.3065916,0.003595277],"study_design_scores_gemma":[0.0005854307,0.00006931607,0.0000818975,0.0002400939,0.0001121501,0.000003104835,0.003760275,0.00009012838,0.0003640697,0.01512459,0.9792525,0.0003164389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009092728,0.0165414,0.00001943616,0.003016738,0.00523888,0.0003597776,0.0001570569,0.0001011218,0.9654729],"genre_scores_gemma":[0.4563947,0.0003879089,0.00003090778,0.002767941,0.001093549,0.00001588225,0.0000392011,0.00002022258,0.5392497],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6726609,"threshold_uncertainty_score":0.9999645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236362209752548,"score_gpt":0.241710465155667,"score_spread":0.2293468430581415,"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."}}