{"id":"W4298125277","doi":"10.56374/xau.03.08.22.08","title":"Calidad Educativa en el Sistema Educativo Universitario Peruano","year":2022,"lang":"en","type":"article","venue":"","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Accreditation; Political science; State (computer science); Public university; Quality (philosophy); Higher education; Process (computing); Public administration; Library science; Computer science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001027866,0.00007626578,0.0001067017,0.000097403,0.001494658,0.00005554632,0.0003657327,0.00003078804,0.02337291],"category_scores_gemma":[0.0001781134,0.0000841427,0.00007242342,0.000398722,0.0001068683,0.0001368566,0.00007532098,0.000222141,0.00009857611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006118157,"about_ca_system_score_gemma":0.001907045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01287771,"about_ca_topic_score_gemma":0.001680118,"domain_scores_codex":[0.9983723,0.0007091117,0.0001270735,0.0002049592,0.0003317687,0.000254789],"domain_scores_gemma":[0.9992746,0.0002992638,0.00005869426,0.0001600674,0.00004867695,0.0001586684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002866851,0.0002933015,0.01939582,0.00000440288,0.00002213378,0.000001486394,0.5586026,0.000005092554,0.00002794043,0.3626052,0.05576191,0.003277288],"study_design_scores_gemma":[0.00005589831,0.00001201858,0.004681421,0.000001733343,0.000006738486,0.000001133147,0.499714,0.000001651639,0.00000540211,0.0006055131,0.4948317,0.00008273176],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3006316,0.00007234283,0.00002608015,0.0359274,0.001159722,0.0001419292,0.000002715822,0.00009686973,0.6619414],"genre_scores_gemma":[0.8249372,0.000004005255,0.0004561315,0.00087231,0.0002520844,0.00002252592,0.000008453891,0.00000758078,0.1734397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5243057,"threshold_uncertainty_score":0.9998053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04037763750896998,"score_gpt":0.3625292324323099,"score_spread":0.3221515949233399,"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."}}