{"id":"W7111788087","doi":"","title":"Deserción en una Universidad del Sureste Mexicano, Valoración de las Causas","year":2025,"lang":"es","type":"article","venue":"Dialnet (Universidad de la Rioja)","topic":"Educational Outcomes and Influences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Quarter (Canadian coin); Ninth; Sample (material); School dropout; Dropout (neural networks)","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"],"consensus_categories":[],"category_scores_codex":[0.001539997,0.0003969426,0.0005070789,0.0005982764,0.001144624,0.0004177352,0.001232625,0.0006604726,0.0006992076],"category_scores_gemma":[0.0005115916,0.0004606837,0.000352333,0.001923326,0.001049655,0.0008748663,0.0002404414,0.0005905431,0.0002286845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391704,"about_ca_system_score_gemma":0.004010903,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0239016,"about_ca_topic_score_gemma":0.002536106,"domain_scores_codex":[0.9960552,0.001425079,0.0003189991,0.0006067386,0.0006237608,0.0009701714],"domain_scores_gemma":[0.9962444,0.002322637,0.0002529818,0.0004576113,0.0002631457,0.0004592132],"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":[0.0001156509,0.0002553919,0.2298749,0.0001235208,0.0003366586,0.0001448377,0.01509128,0.0006060819,0.0002471318,0.7217852,0.0276035,0.003815866],"study_design_scores_gemma":[0.0009972306,0.00008613199,0.4389521,0.0003449302,0.0003425394,0.000005750543,0.03382051,0.0002814417,0.0001258729,0.01395634,0.510506,0.0005811718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7338751,0.001006825,0.0002574429,0.01374939,0.000764933,0.0003355706,0.00007979838,0.0001304615,0.2498005],"genre_scores_gemma":[0.9630139,0.003097162,0.0009281821,0.001594677,0.0003837694,0.00000685564,0.00002917387,0.00003023585,0.03091606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7078289,"threshold_uncertainty_score":0.9997845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031565513385766,"score_gpt":0.3283150966778849,"score_spread":0.3179994415440272,"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."}}