{"id":"W2327867432","doi":"10.1515/1948-4690.1039","title":"HIV Sexual Networks: The Montreal Experience","year":2012,"lang":"en","type":"article","venue":"Statistical Communications in Infectious Diseases","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Men who have sex with men; Transmission (telecommunications); Human immunodeficiency virus (HIV); Demography; Incidence (geometry); Cluster (spacecraft); Sexual transmission; Public health; Medicine; Virology; Immunology; Biology; Syphilis; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001889186,0.0001042549,0.0001555099,0.00008832508,0.0003347783,0.00004200097,0.000330794,0.00003857183,0.0006363947],"category_scores_gemma":[0.001498561,0.00007539436,0.00005704291,0.0003420205,0.0006614218,0.0001514578,0.0002511518,0.000363304,0.0001309232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001049097,"about_ca_system_score_gemma":0.00006333936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007977177,"about_ca_topic_score_gemma":0.0007331847,"domain_scores_codex":[0.9986763,0.000341034,0.0002739613,0.0001250013,0.000197452,0.0003862775],"domain_scores_gemma":[0.9973789,0.00108562,0.00003685096,0.001113503,0.00008592027,0.0002991544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004979278,0.002021521,0.8626776,0.00002789644,0.00005333573,0.000003899951,0.000867506,0.00002266776,0.00000877119,0.05533528,0.0405657,0.03836604],"study_design_scores_gemma":[0.001027029,0.0006211194,0.9396372,0.00009016745,0.0001255073,0.00005766903,0.00223055,0.03722197,0.000002905295,0.002368219,0.01641615,0.00020154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3186788,0.02384284,0.3195685,0.008197254,0.0003827548,0.003705403,0.001694026,0.0008107393,0.3231196],"genre_scores_gemma":[0.997099,0.0003428361,0.000518596,0.0001790479,0.00009792616,0.0004169898,0.0002401126,0.00001375651,0.001091713],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6784202,"threshold_uncertainty_score":0.6968075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03599060195423349,"score_gpt":0.3872476092509031,"score_spread":0.3512570072966696,"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."}}