{"id":"W3091083308","doi":"10.1016/j.idm.2020.08.015","title":"A hybrid model for HIV transmission among men who have sex with men","year":2020,"lang":"en","type":"article","venue":"Infectious Disease Modelling","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shanghai Key Laboratory of Acupuncture Mechanism and Acupoint Function; International Development Research Centre","keywords":"Men who have sex with men; Human immunodeficiency virus (HIV); Transmission (telecommunications); Cellular automaton; Computer science; Affect (linguistics); Demography; Geography; Telecommunications; Psychology; Medicine; Sociology; Artificial intelligence; Virology; Communication","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":[0.0003916908,0.0006633078,0.0007638963,0.0008881434,0.0008980408,0.00127204,0.001847576,0.002049563,0.008685201],"category_scores_gemma":[0.001395591,0.0003545192,0.001136179,0.0007535733,0.000878303,0.001531155,0.001158398,0.001169232,0.0006881771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000984338,"about_ca_system_score_gemma":0.00111239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02010436,"about_ca_topic_score_gemma":0.01116639,"domain_scores_codex":[0.9997211,0.00008732462,0.00001308253,0.00008104538,0.00004502452,0.00005238775],"domain_scores_gemma":[0.9995105,0.0002568112,0.00006936312,0.00001876773,0.00007846414,0.00006603179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007664495,0.00008405832,0.002379717,0.00008139043,0.00008187121,0.0006168535,0.0002694518,0.9109561,0.001246161,0.07490648,0.002483163,0.00681803],"study_design_scores_gemma":[0.00001881252,0.00002626219,0.0002958715,0.000008141756,0.00002325763,0.00006007882,0.00004313693,0.9878854,0.00004526501,0.01044952,0.001131721,0.00001258504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2556891,0.002657208,0.6609946,0.006702591,0.001050549,0.0002290069,0.003267832,0.0005621535,0.06884693],"genre_scores_gemma":[0.9128884,0.001242218,0.02393239,0.0004560952,0.0002314726,0.0004341308,0.0007428466,0.00007919074,0.0599933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02010436,"threshold_uncertainty_score":0.03997463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501866030166825,"score_gpt":0.2356094230172622,"score_spread":0.2205907627155939,"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."}}