{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002331646,0.0009393445,0.001340944,0.00381673,0.002387709,0.02275329,0.001020124,0.003334499,0.01720275],"category_scores_gemma":[0.005208753,0.0002929673,0.0005572894,0.008453809,0.01074014,0.009666349,0.00337463,0.005720778,0.003576441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004138197,"about_ca_system_score_gemma":0.003076673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003686683,"about_ca_topic_score_gemma":0.004125804,"domain_scores_codex":[0.9964875,0.001925905,0.0001540415,0.0003916897,0.0007796143,0.0002612643],"domain_scores_gemma":[0.995372,0.003238124,0.000314279,0.0003628622,0.0004683667,0.000244312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004435718,0.00004217614,0.0009898911,0.001186124,0.00002893493,0.000155125,0.005537139,0.0003851289,0.0002935803,0.7454874,0.09497254,0.1508775],"study_design_scores_gemma":[0.000005363912,0.00001673291,0.001105396,0.0005551535,0.00001056446,0.0002179046,0.001904081,0.0003389738,0.0001599384,0.1014836,0.8941851,0.00001716113],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009992208,0.3210715,0.01209762,0.07821755,0.03517625,0.00005958852,0.000221361,0.0004261905,0.5427378],"genre_scores_gemma":[0.2872275,0.4360838,0.01957584,0.01831367,0.05771853,0.0004545679,0.001025188,0.000710938,0.17889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02275329,"threshold_uncertainty_score":0.05754888,"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."}}