{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03182211,0.002073293,0.001378516,0.002540936,0.00568886,0.002183558,0.00253976,0.003112986,0.07135376],"category_scores_gemma":[0.02757731,0.002141807,0.001225849,0.002108216,0.001984439,0.002070377,0.002747289,0.003583414,0.01557838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004905182,"about_ca_system_score_gemma":0.02213439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009676109,"about_ca_topic_score_gemma":0.02183053,"domain_scores_codex":[0.9853771,0.00942931,0.001940256,0.001011112,0.0009520359,0.001290084],"domain_scores_gemma":[0.9811496,0.005784907,0.001822292,0.002597366,0.006936535,0.001709319],"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":[0.02573693,0.01255868,0.0181293,0.03297518,0.0003500145,0.005774312,0.03065169,0.004760749,0.0209008,0.02824566,0.5482558,0.2716608],"study_design_scores_gemma":[0.02091072,0.007670718,0.05282041,0.01408107,0.000255696,0.0009302687,0.01179295,0.004499849,0.005288774,0.0104889,0.8708093,0.000451379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00261941,0.0001150462,0.006931002,0.0005265328,0.0002008057,0.9766445,0.008079465,0.0001114736,0.004771851],"genre_scores_gemma":[0.001568809,0.0000921989,0.007674118,0.0002753861,0.00002358522,0.9885965,0.0009831634,0.000009146828,0.0007771446],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07135376,"threshold_uncertainty_score":0.2387021,"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."}}