{"id":"W7160661978","doi":"10.11144/javeriana.syp44.iacl","title":"Inteligencia artificial + comunicación, lenguajes e información","year":2025,"lang":"","type":"article","venue":"Signo y Pensamiento","topic":"Scientific Research and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Data collection; The Symbolic; Emerging technologies; Chatbot","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","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002588861,0.0006208529,0.0007283445,0.002091868,0.001157512,0.00167505,0.006442782,0.0005531387,0.0009535203],"category_scores_gemma":[0.001499221,0.000624002,0.000403947,0.005992425,0.001461574,0.001305585,0.004253637,0.001209367,0.003095925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003771273,"about_ca_system_score_gemma":0.001485917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003270345,"about_ca_topic_score_gemma":0.0005406798,"domain_scores_codex":[0.9930071,0.0003776358,0.001458304,0.001628381,0.001410703,0.002117886],"domain_scores_gemma":[0.9944096,0.000468837,0.0003098197,0.00340272,0.0009239826,0.0004850053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000832348,0.0003790983,0.0004361164,0.0000887689,0.0001265446,0.0000872011,0.001206839,0.00005094342,0.005035327,0.4719452,0.0334707,0.4870901],"study_design_scores_gemma":[0.001589707,0.001010652,0.002765859,0.0005330634,0.00007924539,0.00005539531,0.002699172,0.1644325,0.1140927,0.1222629,0.5887464,0.00173234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1645867,0.006197507,0.609628,0.02726591,0.0220205,0.00337257,0.00009296875,0.00157902,0.1652569],"genre_scores_gemma":[0.9801484,0.0006122479,0.002616881,0.001043811,0.0001569974,0.00008382519,0.00001950633,0.00002247377,0.0152959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8155617,"threshold_uncertainty_score":0.9999598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0333816788908726,"score_gpt":0.3300903639511149,"score_spread":0.2967086850602423,"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."}}