{"id":"W2260815532","doi":"10.1371/journal.pone.0146915","title":"The Sociospatial Network: Risk and the Role of Place in the Transmission of Infectious Diseases","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Geocoding; Residence; Social connectedness; Respondent; Social network (sociolinguistics); Geography; Demography; Sex work; Transmission (telecommunications); Geographic information system; Men who have sex with men; Sex workers; Environmental health; Medicine; Sociology; Human immunodeficiency virus (HIV); Psychology; Social psychology; Cartography; Computer science; Syphilis; Telecommunications; Population; Social media; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005392102,0.00008205322,0.0002370531,0.00001782031,0.0001040745,0.000005241689,0.0001167594,0.00004515424,0.00001901965],"category_scores_gemma":[0.0004099289,0.00002839806,0.00004524974,0.0001068424,0.0003401295,0.00002958059,0.00002665197,0.0001424951,0.000003247451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001395734,"about_ca_system_score_gemma":0.00004538534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001564758,"about_ca_topic_score_gemma":0.0001192397,"domain_scores_codex":[0.9988896,0.0003153493,0.0002176885,0.0001028431,0.0003187178,0.0001557972],"domain_scores_gemma":[0.9977577,0.001762013,0.0001211028,0.0002700665,0.00004743611,0.0000417242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003991388,0.002453045,0.7299128,0.0002130743,0.0005178234,0.000004589451,0.0453899,0.00004190269,0.01218362,0.001332548,0.0007016307,0.2032576],"study_design_scores_gemma":[0.04860627,0.003378512,0.7952724,0.004276016,0.00580053,0.00001892913,0.03691135,0.01212255,0.03552544,0.05175502,0.005652605,0.0006804055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930974,0.002698297,0.00006028817,0.002495488,0.00001163462,0.0005093883,0.00001763363,0.0000141922,0.001095698],"genre_scores_gemma":[0.9969595,0.002649071,0.00002662369,0.00005824884,0.0001311852,0.0000285033,0.000001373606,0.00001129666,0.0001341906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2025772,"threshold_uncertainty_score":0.1253221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01847802539514812,"score_gpt":0.258957097583315,"score_spread":0.2404790721881669,"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."}}