{"id":"W4245530171","doi":"10.2196/34423","title":"Detection of Potential Arbovirus Infections and Pregnancy Complications in Pregnant Women in Jamaica Using a Smartphone App (ZIKApp): Pilot Evaluation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Arbovirus; Pregnancy; Medicine; Logistic regression; Demography; Family medicine; Pediatrics; Obstetrics; Internal medicine; Immunology","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":[0.002044434,0.0004724109,0.0003981268,0.0004425959,0.001031707,0.0005854141,0.0004165538,0.0004783805,0.00132415],"category_scores_gemma":[0.003384948,0.0004182573,0.0004901367,0.0004509575,0.0005340417,0.0003515341,0.0005735494,0.000696846,0.0002940752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009516766,"about_ca_system_score_gemma":0.001815285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03661023,"about_ca_topic_score_gemma":0.04441782,"domain_scores_codex":[0.9992248,0.0003276672,0.00006455584,0.0001172707,0.0001502578,0.0001155618],"domain_scores_gemma":[0.9977957,0.0007254027,0.0003917285,0.0001931849,0.0003979601,0.0004960436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001445225,0.008450539,0.962227,0.0002513814,0.0001016122,0.000580614,0.004525724,0.0001344319,0.001781693,0.00002741954,0.000341386,0.02013294],"study_design_scores_gemma":[0.0003899333,0.01142254,0.9842027,0.00003960242,0.00008538676,0.0002460238,0.002389495,0.000515715,0.0002687827,0.00001608612,0.0004114206,0.0000122972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998971,0.00004446328,0.00004290938,0.00002754678,0.000002542943,0.000389596,0.000141237,0.000004182129,0.00037663],"genre_scores_gemma":[0.9979906,0.0001971789,0.0005228338,0.00009418959,0.000009855684,0.0005035309,0.0002702985,0.000001712384,0.0004097026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03661023,"threshold_uncertainty_score":0.07279426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1606665034834177,"score_gpt":0.5193418226856968,"score_spread":0.3586753192022791,"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."}}