{"id":"W4361982502","doi":"10.1344/ridas2022.14.4","title":"Herramientas para la mejora de los proyectos de aprendizaje-servicio","year":2022,"lang":"es","type":"article","venue":"RIDAS Revista Iberoamericana de Aprendizaje y Servicio","topic":"Higher Education and Sustainability","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Adidas (Canada)","funders":"","keywords":"Humanities; Philosophy","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0048581,0.00106477,0.001401076,0.0005022067,0.002782907,0.001154757,0.00306882,0.0004285109,0.008923745],"category_scores_gemma":[0.0005017305,0.00123314,0.0007267362,0.004228185,0.001095386,0.0004982058,0.001062492,0.001919497,0.0002331435],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006702899,"about_ca_system_score_gemma":0.00606067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04112744,"about_ca_topic_score_gemma":0.001326795,"domain_scores_codex":[0.9841701,0.007591921,0.001424941,0.00179393,0.001938049,0.003081106],"domain_scores_gemma":[0.9939492,0.0009162216,0.001060845,0.00200499,0.0004067448,0.001662047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009646211,0.007689386,0.5288801,0.004691286,0.001445501,0.0009583062,0.2361411,0.005584975,0.001613618,0.1039756,0.06460785,0.04344771],"study_design_scores_gemma":[0.001010435,0.0004027202,0.06060052,0.0001640927,0.0004530241,0.00009565949,0.05213181,0.001317575,0.0001167658,0.001499954,0.8807356,0.001471876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431399,0.003342026,0.000925531,0.01788264,0.0006487567,0.002725627,0.0007832897,0.0006606591,0.02989162],"genre_scores_gemma":[0.9804713,0.0007890107,0.001352234,0.006780924,0.0007259158,0.00106902,0.0002902726,0.0002233823,0.008297968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8161277,"threshold_uncertainty_score":0.9998822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014821029237111,"score_gpt":0.3432466452440713,"score_spread":0.3284256160069603,"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."}}