{"id":"W3189274973","doi":"10.2196/31236","title":"Participatory Surveillance of COVID-19 in Lesotho via Weekly Calls: Protocol for Cell Phone Data Collection","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Phone; Population; Medicine; Context (archaeology); Data collection; mHealth; Protocol (science); Internet privacy; Environmental health; Geography; Computer science; Psychological intervention; Nursing; Statistics","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":[0.005497893,0.0002507532,0.0007086886,0.000356255,0.0001732013,0.00006208696,0.0007345247,0.0001929004,0.0006745027],"category_scores_gemma":[0.004170048,0.0002426109,0.000109859,0.001789764,0.0003618406,0.0002491508,0.0007176478,0.0006028241,0.00006543114],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005675272,"about_ca_system_score_gemma":0.005654151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002066692,"about_ca_topic_score_gemma":0.001040648,"domain_scores_codex":[0.9941242,0.001646822,0.0009014811,0.001086938,0.001297466,0.0009431361],"domain_scores_gemma":[0.9945811,0.0009760953,0.00023895,0.002460087,0.001069398,0.0006743718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02165223,0.01134177,0.2863613,0.03212225,0.0001038854,0.000662733,0.0005646822,0.00003549427,0.07728628,0.00007725872,0.5640125,0.005779622],"study_design_scores_gemma":[0.02054406,0.001489766,0.035136,0.00141426,0.000004154233,0.00002158009,0.0001875993,0.002711494,0.02299999,0.0002645229,0.9148985,0.0003280764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006233735,0.000008907343,0.001153845,0.001085264,0.000008885751,0.995348,0.00072514,0.0001018142,0.0009447917],"genre_scores_gemma":[0.002247049,9.438122e-7,0.001746286,0.0001723149,0.0001323087,0.992988,0.0005076025,0.00006667266,0.002138784],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.350886,"threshold_uncertainty_score":0.9999829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5229664795707736,"score_gpt":0.6105348593277744,"score_spread":0.08756837975700082,"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."}}