{"id":"W2893477293","doi":"10.20944/preprints201809.0513.v1","title":"HIV and Patient Monitoring in Malawi","year":2018,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Developing country; Ranking (information retrieval); Economic growth; State (computer science); Human immunodeficiency virus (HIV); Political science; Data collection; Medicine; Development economics; Geography; Optometry; Family medicine; Computer science; Sociology; Economics; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008353867,0.000193043,0.000215632,0.0008860383,0.003281479,0.004424261,0.00111579,0.002328995,0.004299241],"category_scores_gemma":[0.02842957,0.0003226019,0.0002953556,0.001520219,0.001799771,0.004126586,0.005588104,0.005637764,0.0003043044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00468413,"about_ca_system_score_gemma":0.01057147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03324779,"about_ca_topic_score_gemma":0.05157347,"domain_scores_codex":[0.9930693,0.003923125,0.0008311175,0.0003660057,0.0008850955,0.000925234],"domain_scores_gemma":[0.9854993,0.005461332,0.002977365,0.0006568531,0.002123185,0.003282005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002020208,0.0002321007,0.2740246,0.002261972,0.0001014679,0.004230789,0.03233658,0.0005346714,0.001372397,0.0473417,0.2598632,0.3774985],"study_design_scores_gemma":[0.00005519455,0.0004712692,0.2434126,0.005955691,0.00006583898,0.005192487,0.01443876,0.001192596,0.001054196,0.007977827,0.7200493,0.0001342923],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06441618,0.04077967,0.002580364,0.8651624,0.003226455,0.0002756942,0.0008929298,0.0001161946,0.02255013],"genre_scores_gemma":[0.6791764,0.0735399,0.01189797,0.2152814,0.009141034,0.0006696099,0.001080858,0.00009909069,0.00911377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03324779,"threshold_uncertainty_score":0.06610852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1396483759860378,"score_gpt":0.4120413379574734,"score_spread":0.2723929619714356,"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."}}