{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002615631,0.00003907153,0.0001579943,0.00002429127,0.00006508288,0.0001146304,0.0001099267,0.00002415273,0.001770759],"category_scores_gemma":[0.00006581249,0.00004054311,0.00005370449,0.0002106855,0.00003332341,0.00004315123,0.00001734222,0.0003260052,0.00005254589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207692,"about_ca_system_score_gemma":0.0003841667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8169925,"about_ca_topic_score_gemma":0.9530519,"domain_scores_codex":[0.9991951,0.00005225201,0.0001410068,0.0001398002,0.0002045999,0.0002672464],"domain_scores_gemma":[0.999654,0.00005349151,0.000007616063,0.0001743153,0.00001907844,0.00009148149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001067827,0.00002064108,0.00359862,0.0001737065,0.0000207062,0.0003629282,0.0001597529,0.000002303596,0.0008441004,0.0000187342,0.9200798,0.07470798],"study_design_scores_gemma":[0.0008639672,0.0001661015,0.03703097,0.003646277,0.00002800086,0.0002242296,0.0003268392,0.00880808,0.0002139265,0.0002655728,0.9483202,0.0001058045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8881562,0.006106239,0.0003728802,0.04159397,0.0001350326,0.000415583,0.000146196,0.0001066545,0.06296728],"genre_scores_gemma":[0.8055757,0.0002967565,0.00009932597,0.0002407629,0.000323275,0.00002052345,0.00003707606,0.00001325289,0.1933934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1360594,"threshold_uncertainty_score":0.9991418,"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."}}