{"id":"W4399363129","doi":"10.1016/s2352-3018(24)00117-6","title":"Reducing HIV transmission in British Columbia, Canada","year":2024,"lang":"en","type":"article","venue":"The Lancet HIV","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Transmission (telecommunications); Columbia university; Virology; Telecommunications; Media studies; Medicine; Computer science; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009467527,0.0005750791,0.0007434234,0.001488526,0.005927955,0.002572337,0.001976094,0.001852424,0.008895117],"category_scores_gemma":[0.004200921,0.0004380836,0.000603985,0.002852203,0.0009830709,0.000562463,0.001165783,0.002812479,0.0004373267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09403159,"about_ca_system_score_gemma":0.2264752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9992355,"about_ca_topic_score_gemma":0.9996632,"domain_scores_codex":[0.9983699,0.0001936723,0.00008437831,0.00006993954,0.000388024,0.0008941509],"domain_scores_gemma":[0.996528,0.0002434452,0.0001225364,0.00003403753,0.001474856,0.001597228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002230644,0.0008923296,0.1049997,0.004420374,0.000588853,0.001581082,0.004432356,0.004570364,0.001398505,0.01345063,0.4995047,0.3619305],"study_design_scores_gemma":[0.002080793,0.0007533366,0.7026845,0.005917661,0.00115044,0.0007878944,0.01980477,0.004034344,0.001222288,0.002710531,0.2585238,0.0003296814],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4609623,0.1634979,0.0006435219,0.1942556,0.005035488,0.001108477,0.020705,0.000315092,0.1534767],"genre_scores_gemma":[0.8058383,0.07688207,0.002026112,0.02918402,0.0003539691,0.0003840868,0.002951388,0.0001241543,0.08225588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09403159,"threshold_uncertainty_score":0.6822501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129452379537236,"score_gpt":0.297345957576954,"score_spread":0.2760514337815817,"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."}}