{"id":"W4401580526","doi":"10.2196/58389","title":"Evaluation of the Development, Implementation, Maintenance, and Impact of 3 Digital Surveillance Tools Deployed in Malawi During the COVID-19 Pandemic: Protocol for a Modified Delphi Expert Consensus Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Coronavirus disease 2019 (COVID-19); Delphi method; Delphi; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Computer science; Data science; Medicine; World Wide Web; Artificial intelligence; Virology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009572229,0.0001927947,0.0002504528,0.0002867095,0.0002341141,0.0007349199,0.0009492108,0.00004999545,0.000007277793],"category_scores_gemma":[0.002242944,0.0001136534,0.00009602582,0.00115328,0.0001661813,0.0006834812,0.0006639697,0.0002605382,6.699813e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104577,"about_ca_system_score_gemma":0.004139677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001467328,"about_ca_topic_score_gemma":0.0008912791,"domain_scores_codex":[0.9955372,0.0009561251,0.0008094836,0.0005589353,0.001613475,0.000524817],"domain_scores_gemma":[0.9960881,0.002067179,0.0001853866,0.0006423413,0.0009075804,0.0001093528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001517589,0.0008756631,0.9075204,0.002737037,0.0002118341,0.00001350182,0.02028675,0.0009924199,0.005456955,0.001403314,0.0009269587,0.05805762],"study_design_scores_gemma":[0.02276612,0.002449374,0.9194987,0.002289291,0.000005454754,0.00004822347,0.002660127,0.03359471,0.003209331,0.006616715,0.006212454,0.0006494695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1850777,0.000002039239,0.001274709,0.0002528068,0.000004192195,0.8132533,0.00003411069,0.00005274619,0.00004831961],"genre_scores_gemma":[0.4843817,2.909844e-8,0.00006953784,0.000007959804,0.000007953655,0.515507,8.216252e-7,0.00001028436,0.00001474617],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2993039,"threshold_uncertainty_score":0.7343609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5439464926665754,"score_gpt":0.6117700174516038,"score_spread":0.0678235247850284,"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."}}