{"id":"W3090105183","doi":"10.4995/inn2019.2019.10215","title":"Aprendiendo del siglo XXI a través de la experiencia. Un ejemplo universitario","year":2019,"lang":"es","type":"article","venue":"Proceedings INNODOCT/19. International Conference on Innovation, Documentation and Education","topic":"Aging, Health, and Disability","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Persona; Humanities; Art; Sociology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001132251,0.0004482991,0.0003809432,0.0010162,0.0004182816,0.0007508664,0.0003449205,0.0003106059,0.004489862],"category_scores_gemma":[0.0007737387,0.0004886002,0.00007098202,0.001208169,0.0003275276,0.001519583,0.00008588716,0.0005710631,0.0001792335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001496812,"about_ca_system_score_gemma":0.002319159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009004456,"about_ca_topic_score_gemma":0.000006977559,"domain_scores_codex":[0.9967625,0.00009354789,0.0009942706,0.0008755475,0.0008158531,0.0004582717],"domain_scores_gemma":[0.9961368,0.0001724794,0.0007880238,0.0002173825,0.002381492,0.0003038455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004288414,0.000653854,0.2897458,0.0003877395,0.0001016729,0.00000103629,0.01775318,0.000003087966,0.005350426,0.6689534,0.005200338,0.01142064],"study_design_scores_gemma":[0.007750077,0.001221472,0.6691093,0.001516413,0.000291683,0.0002064053,0.1546806,0.00347331,0.00745936,0.09311532,0.05959405,0.001582032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8463549,0.0001073135,0.0006086985,0.007303059,0.001265072,0.0009408705,0.00003013604,0.0001123647,0.1432776],"genre_scores_gemma":[0.9869701,0.0006300912,0.00144381,0.004725299,0.0005134543,0.0001395691,0.0006296323,0.00004204641,0.004906039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5758381,"threshold_uncertainty_score":0.9997566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02644614153667833,"score_gpt":0.363891709674689,"score_spread":0.3374455681380106,"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."}}