{"id":"W6996369478","doi":"","title":"RETOS DE LOS ACADÉMICOS EN LA PRODUCCIÓN DE CONOCIMIENTO EN LAS UNIVERSIDADES PÚBLICAS ESTATALES DE MÉXICO.","year":2017,"lang":"es","type":"article","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Higher Education in Latin America","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Face (sociological concept); Work (physics); Civil servants; Ven","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","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003379419,0.0008883485,0.0008963992,0.0006408652,0.004218908,0.002203646,0.003223832,0.001504437,0.0002688052],"category_scores_gemma":[0.00584019,0.0009863235,0.0004579405,0.0008755669,0.0005187924,0.001592548,0.0007687815,0.001722386,0.00009347028],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004427412,"about_ca_system_score_gemma":0.0063763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001220577,"about_ca_topic_score_gemma":0.0005248836,"domain_scores_codex":[0.990526,0.003358304,0.001063633,0.001556914,0.001464306,0.002030837],"domain_scores_gemma":[0.992687,0.001790317,0.00144965,0.001784319,0.0007675515,0.001521162],"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":[0.0002521473,0.001135196,0.0403385,0.0002858569,0.0003789011,0.0002818673,0.03671164,0.0001074988,0.004081379,0.9084476,0.004538063,0.003441303],"study_design_scores_gemma":[0.001237632,0.0001144717,0.09742098,0.0004721119,0.0002492684,0.0006346123,0.006586675,0.000245052,0.001744864,0.001178714,0.8891146,0.001001052],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5152717,0.0006345844,0.001777052,0.1145171,0.002260314,0.001819776,0.0003535097,0.0008334932,0.3625324],"genre_scores_gemma":[0.9823727,0.00138118,0.009235283,0.0004217944,0.002551996,0.0002943399,0.0001144802,0.0001357076,0.003492538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9072689,"threshold_uncertainty_score":0.9997918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214265064896322,"score_gpt":0.3125436904782423,"score_spread":0.2911171839886101,"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."}}