{"id":"W4381432080","doi":"10.1136/bmjopen-2022-068016","title":"Expansion of testing, isolation, quarantine, e-health and telemonitoring strategies in socioeconomically vulnerable neighbourhoods at primary healthcare in the fight against COVID-19 in Brazil: a study protocol of a multisite testing intervention using a mixed method approach","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Education during COVID-19 pandemic","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Unitaid; Ministério da Saúde; Canada Excellence Research Chairs, Government of Canada; World Health Organization","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Quarantine; Isolation (microbiology); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Protocol (science); Pandemic; Health care; Environmental health; Virology; Disease; Bioinformatics; Alternative medicine; Pathology; Infectious disease (medical specialty); Outbreak; Economic growth","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01959244,0.00158784,0.002338806,0.001616515,0.003751776,0.001622995,0.002907804,0.002919969,0.0113444],"category_scores_gemma":[0.01217113,0.001871554,0.003613808,0.001034527,0.002207425,0.001450684,0.002541995,0.002820917,0.001112741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005806478,"about_ca_system_score_gemma":0.02397023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007317584,"about_ca_topic_score_gemma":0.01369378,"domain_scores_codex":[0.9899157,0.006122425,0.001050591,0.00107193,0.0006928231,0.001146455],"domain_scores_gemma":[0.9924594,0.002690434,0.001134894,0.0006310699,0.001685012,0.001399219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03957031,0.1580386,0.03936231,0.05543127,0.001506048,0.00318424,0.1295993,0.007795867,0.0173985,0.01728981,0.01394087,0.5168828],"study_design_scores_gemma":[0.1547754,0.2274175,0.2206679,0.03401659,0.003541705,0.0008460549,0.08427043,0.008221936,0.01668398,0.01538507,0.2333776,0.0007958091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.07257775,0.0003346328,0.003864263,0.000518269,0.00009639659,0.91948,0.000824705,0.00003910067,0.002264933],"genre_scores_gemma":[0.03092737,0.0002939805,0.009761503,0.000224541,0.00001741038,0.9580409,0.000129596,0.000003385679,0.0006013064],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01959244,"threshold_uncertainty_score":0.1036159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2650331738960963,"score_gpt":0.5492565115628745,"score_spread":0.2842233376667782,"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."}}