{"id":"W2326431776","doi":"10.14288/1.0070964","title":"A new method of integrating epidemiological and health services modelling techniques for studying infectious diseases : an example using HIV/AIDS","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Epidemiology; Infectious disease (medical specialty); Environmental health; Virology; Medicine; Risk analysis (engineering); Computer science; Data science; Disease; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001049743,0.00005950612,0.0005799347,0.0001212484,0.0002773433,0.00006854814,0.0001807148,0.0001136473,0.00002557999],"category_scores_gemma":[0.00005217753,0.0001546929,0.0001156833,0.0001901241,0.00009216809,0.0003896907,0.00008433097,0.000140334,4.282131e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003665307,"about_ca_system_score_gemma":0.00006488927,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2476188,"about_ca_topic_score_gemma":0.0695259,"domain_scores_codex":[0.9990246,0.0000600305,0.0003039107,0.0003549923,0.00003301991,0.0002234718],"domain_scores_gemma":[0.9989429,0.0002111902,0.0004266283,0.0001839241,0.00006149009,0.0001738802],"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":[0.00003140107,0.0001679438,0.3632964,0.0003774188,0.00007214379,0.00000394183,0.002248526,0.0002220049,0.0003728438,0.0006947443,0.00008910061,0.6324235],"study_design_scores_gemma":[0.001376034,0.0009436213,0.8207161,0.0004122534,0.00005644938,0.00006215921,0.008038803,0.1350648,0.000007567779,0.03241722,0.0004248843,0.0004800608],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6167736,0.0002529343,0.3824403,0.00002048463,0.00003190248,0.0002034295,0.0001847621,0.00003631669,0.00005629687],"genre_scores_gemma":[0.7751837,0.00009424218,0.2245799,0.00002822989,0.00003461714,5.926665e-7,0.0000118869,0.0000108346,0.00005590207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6319434,"threshold_uncertainty_score":0.9474528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0632763483276949,"score_gpt":0.2770744343783837,"score_spread":0.2137980860506888,"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."}}