{"id":"W4380563364","doi":"","title":"Reaching key and peripheral populations: a phone-based survey of HIV self-test users in West Africa","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Key (lock); Phone; Test (biology); Human immunodeficiency virus (HIV); Peripheral; Computer science; Internet privacy; Computer security; Medicine; Family medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007670494,0.0003557091,0.0005277123,0.000408082,0.0003145,0.000811867,0.002449252,0.0002567249,0.00002221534],"category_scores_gemma":[0.003632346,0.0004236787,0.0001100597,0.0008752297,0.0001985478,0.0003560867,0.003140628,0.0008547831,0.000003117459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002566404,"about_ca_system_score_gemma":0.0008746236,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009787982,"about_ca_topic_score_gemma":0.01631096,"domain_scores_codex":[0.9885747,0.0091207,0.0007710248,0.0006867734,0.0004740713,0.0003727073],"domain_scores_gemma":[0.9905321,0.003797358,0.0005891492,0.002953181,0.002010661,0.0001175387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002251946,0.00281139,0.6538364,0.001040841,0.0001571136,0.00003421895,0.2682586,0.003043489,0.0008573908,0.05530435,0.0006494788,0.01398416],"study_design_scores_gemma":[0.000967494,0.000001095779,0.6442621,0.004918838,0.00002528121,0.00001399405,0.0004937985,0.341608,0.004343707,0.001770404,0.0006792158,0.0009160227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5637711,0.001825541,0.4207459,0.00571927,0.0003760199,0.0005416943,0.00007696186,0.0004151829,0.006528245],"genre_scores_gemma":[0.7145869,0.0001770867,0.284517,0.00004156967,0.00000411226,0.00003867481,0.0003238113,0.00002676352,0.0002840957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3385646,"threshold_uncertainty_score":0.9998215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03737527058799676,"score_gpt":0.2459897317861308,"score_spread":0.2086144611981341,"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."}}