{"id":"W7006421883","doi":"","title":"Understanding heterogeneity in HIV transmission dynamics among key populations at highest risk of acquisition","year":2018,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Research Manitoba","keywords":"Transmission (telecommunications); Human immunodeficiency virus (HIV); Population; Sexual transmission; Epidemiology; Key (lock); Sexual behavior","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001531134,0.0002563645,0.0004105264,0.001162112,0.0006224382,0.001553905,0.000598276,0.000579736,0.0007880571],"category_scores_gemma":[0.007869474,0.0003176765,0.0004425377,0.0008109752,0.0006119865,0.001929129,0.001056569,0.0006602659,0.00007993122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250355,"about_ca_system_score_gemma":0.001454012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03895817,"about_ca_topic_score_gemma":0.02014198,"domain_scores_codex":[0.9992761,0.0002754365,0.00003888244,0.000196612,0.00006656041,0.0001464489],"domain_scores_gemma":[0.9974623,0.001513133,0.0006122498,0.0001397069,0.0001570131,0.00011568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008268641,0.00008867962,0.9465645,0.0001194811,0.0002361848,0.0005025635,0.002877993,0.0192516,0.001232067,0.006842845,0.0004607437,0.0217407],"study_design_scores_gemma":[0.00001785705,0.0001596559,0.7815634,0.000125193,0.0002089078,0.0006319319,0.009203789,0.1826149,0.0004794047,0.02306788,0.001873787,0.00005340717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936453,0.0005318125,0.003761927,0.0006207778,0.000005967508,0.00003741438,0.0002841049,0.000009196232,0.001103499],"genre_scores_gemma":[0.9988602,0.0003070819,0.0006126473,0.00003314916,0.000005840995,0.00001235115,0.0001032561,9.122895e-7,0.0000645874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03895817,"threshold_uncertainty_score":0.07746279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06273561755513618,"score_gpt":0.2846808608272456,"score_spread":0.2219452432721094,"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."}}