{"id":"W4389613929","doi":"10.19052/sv.vol21.iss2.4","title":"Prevalencia de astenopia en niños escolares de 6 a 17 años, por el uso de pantallas digitales durante la pandemia por covid-19 (2020-2022): revisión sistemática","year":2023,"lang":"es","type":"article","venue":"Ciencia y Tecnología para la Salud Visual y Ocular","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Coronavirus disease 2019 (COVID-19); Medicine; Philosophy","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004721061,0.001302301,0.001558727,0.0007825465,0.0007948003,0.0006666553,0.00199139,0.001962747,0.0007807482],"category_scores_gemma":[0.004842378,0.001343407,0.001096947,0.001805671,0.001584189,0.0004146954,0.0009101739,0.001577372,0.0009639182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001150208,"about_ca_system_score_gemma":0.002762333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005129611,"about_ca_topic_score_gemma":0.0001674488,"domain_scores_codex":[0.9895715,0.002629402,0.001592235,0.002277502,0.0008059397,0.003123461],"domain_scores_gemma":[0.9939823,0.002167364,0.0007544662,0.001500575,0.0001867933,0.001408512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002047499,0.004230732,0.7106672,0.01019663,0.004214612,0.0101367,0.0143748,0.000977944,0.1187239,0.04003951,0.04817105,0.03621938],"study_design_scores_gemma":[0.003845158,0.001399652,0.7498565,0.001093616,0.00091445,0.0009917411,0.003755771,0.00284958,0.0004572684,0.003375281,0.2292249,0.002236017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741021,0.01177458,0.001111972,0.002129645,0.0003915578,0.00185292,0.000500808,0.001016603,0.007119851],"genre_scores_gemma":[0.9800653,0.01175941,0.0004292653,0.002732758,0.0004065237,0.0005117589,0.0002592998,0.0002889899,0.003546685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1810539,"threshold_uncertainty_score":0.9999729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774637516918299,"score_gpt":0.3687562650663374,"score_spread":0.3510098898971544,"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."}}