{"id":"W4400349224","doi":"10.37885/240516613","title":"ESTANDARIZACIÓN DE TRABAJOS ACADÉMICOS EN LA EDUCACIÓN SUPERIOR: DEFINICIONES Y CARACTERÍSTICAS","year":2024,"lang":"es","type":"book-chapter","venue":"Editora Científica Digital eBooks","topic":"Higher Education Teaching and Evaluation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001947446,0.0009026938,0.0007736445,0.0005428136,0.0009724831,0.003425912,0.0009071426,0.001411953,0.000550041],"category_scores_gemma":[0.0007704279,0.0009147607,0.0006421328,0.0001447067,0.001118441,0.0005602567,0.0002100718,0.001859978,0.0030995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009162041,"about_ca_system_score_gemma":0.002625608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007893881,"about_ca_topic_score_gemma":0.00002018087,"domain_scores_codex":[0.9943459,0.0002985231,0.001035565,0.001300091,0.002020536,0.0009993702],"domain_scores_gemma":[0.9965127,0.001353212,0.0003696197,0.0006682815,0.000342933,0.0007532926],"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":[0.00008586516,0.0003414891,0.0003441945,0.0003114024,0.0003428846,0.00007992812,0.07306677,0.00000812514,0.0002713099,0.8430189,0.02492321,0.05720595],"study_design_scores_gemma":[0.0002939968,0.0001867564,0.0002574458,0.0007704386,0.0003777036,0.00003503745,0.003432141,0.00002948371,0.00005857748,0.01920947,0.9743531,0.0009958321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0303149,0.0002965402,0.0001250848,0.003342784,0.04404401,0.0008801875,0.001207434,0.0006393074,0.9191498],"genre_scores_gemma":[0.7564938,0.0001033005,0.00006730372,0.0001047895,0.02875809,0.00007928472,0.000231672,0.0001740925,0.2139877],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9494299,"threshold_uncertainty_score":0.9998844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841303370116749,"score_gpt":0.3200290758625379,"score_spread":0.3016160421613704,"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."}}