{"id":"W7015213823","doi":"","title":"Security models and protocols for the reopening of schools in the COVID-19 pandemic: a systematic review","year":2022,"lang":"es","type":"other","venue":"Repositorio Académico UPC (Universidad Peruana de Ciencias Aplicadas)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filter (signal processing); Nucleofection; Context (archaeology); Headline","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","open_science","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01362223,0.001433399,0.003485711,0.001058164,0.001965074,0.0006577881,0.006055588,0.0009887581,0.0003391626],"category_scores_gemma":[0.003591634,0.001047206,0.001036403,0.004142975,0.000702613,0.0008462815,0.001397481,0.003174035,0.00003367141],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004737268,"about_ca_system_score_gemma":0.00333105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0020818,"about_ca_topic_score_gemma":0.0003607915,"domain_scores_codex":[0.987576,0.003868393,0.002285035,0.00226048,0.002422696,0.001587385],"domain_scores_gemma":[0.9870557,0.003800323,0.004389448,0.003668511,0.0004228727,0.0006631507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001120749,0.001011768,0.01287145,0.8116114,0.002239332,0.0004019625,0.03309933,0.001273973,0.002657144,0.05191849,0.08159492,0.0001994513],"study_design_scores_gemma":[0.009808894,0.001971255,0.0006567324,0.3133285,0.01645736,0.007719182,0.1024122,0.0269175,0.00005295123,0.004824786,0.5097076,0.006143081],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01502479,0.2406777,0.005674747,0.008741141,0.0006856562,0.6859737,0.003318364,0.0009393896,0.03896449],"genre_scores_gemma":[0.3897045,0.08846109,0.003392152,0.02174022,0.003737295,0.4379982,0.0005504265,0.00590757,0.04850857],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.498283,"threshold_uncertainty_score":0.9998416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05907949685125179,"score_gpt":0.3399406007475025,"score_spread":0.2808611038962507,"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."}}