{"id":"W4391383772","doi":"10.54988/cv.2024.1.1234","title":"El ambiente virtual y las proyecciones profesionales de estudiantes-docentes en Uruguay","year":2024,"lang":"es","type":"article","venue":"Campus Virtuales","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Humanities; Sociology; Political science; Geography; Art","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007535808,0.0004659569,0.0003762433,0.0007824489,0.0004768583,0.0006862539,0.001261699,0.0003560495,0.00008986213],"category_scores_gemma":[0.0005390369,0.0004226569,0.0001885278,0.001860399,0.0005209922,0.0007175567,0.000639172,0.0007455576,0.0008655233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002622194,"about_ca_system_score_gemma":0.001453843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002971855,"about_ca_topic_score_gemma":0.00002241659,"domain_scores_codex":[0.9969178,0.0002153738,0.000649791,0.001008119,0.0004855832,0.0007233044],"domain_scores_gemma":[0.9975092,0.00106749,0.0001632628,0.0007354179,0.0003690649,0.0001555434],"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":[0.000008491556,0.0004011657,0.008935998,0.0002016324,0.0001688563,0.00009319331,0.001984892,0.00003551915,0.002274122,0.9352353,0.01434578,0.03631508],"study_design_scores_gemma":[0.00128285,0.001884141,0.1239971,0.006189297,0.0003310135,0.001424901,0.008486509,0.05418527,0.01628228,0.1256009,0.6572021,0.003133593],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9076048,0.0195975,0.03036367,0.03464322,0.004745047,0.0007343143,0.0001466651,0.001107628,0.001057132],"genre_scores_gemma":[0.9864992,0.001455541,0.005332801,0.0005712582,0.0008048842,0.0002079961,0.00006775132,0.00005910109,0.005001404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8096343,"threshold_uncertainty_score":0.9999124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140636175079028,"score_gpt":0.3027698653315458,"score_spread":0.2913635035807555,"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."}}