{"id":"W3122509274","doi":"","title":"REGRESO A CLASES DE MÁS DE 242 MIL ALUMNOS. NUEVOS RETOS, NUEVAS PERSPECTIVAS","year":2020,"lang":"es","type":"article","venue":"Gaceta UNAM (2010-2019)","topic":"Health and Medical Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; 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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002447342,0.0007601782,0.001186298,0.0002743297,0.001419014,0.0001062544,0.0009042408,0.001654166,0.005557711],"category_scores_gemma":[0.0127248,0.0007318255,0.0003756718,0.0009366598,0.000441453,0.0003299665,0.00030981,0.003908343,0.006782768],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001528005,"about_ca_system_score_gemma":0.01364789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008569994,"about_ca_topic_score_gemma":0.0002608665,"domain_scores_codex":[0.9905401,0.002401407,0.001537675,0.001369305,0.001049719,0.003101744],"domain_scores_gemma":[0.9913381,0.00120802,0.0007656144,0.001338228,0.0005224289,0.004827597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000479954,0.000534187,0.02384297,0.002242513,0.0001137932,0.00007225625,0.03349215,0.000005921888,0.001220609,0.001524122,0.9254983,0.01097318],"study_design_scores_gemma":[0.003071047,0.0006897778,0.1120181,0.001959114,0.0003271741,0.00004899897,0.01362248,0.001054361,0.0003393714,0.0006065345,0.8654119,0.0008511971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4506816,0.02234686,0.0008453879,0.497266,0.00919407,0.003991702,0.0005587813,0.0007669821,0.01434869],"genre_scores_gemma":[0.8029681,0.02131848,0.005001488,0.101869,0.01596858,0.0005774899,0.0005461558,0.0004639577,0.05128667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3953969,"threshold_uncertainty_score":0.999881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.082873685079725,"score_gpt":0.4137035489099521,"score_spread":0.3308298638302271,"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."}}