{"id":"W3198869942","doi":"10.1177/09564624211031322","title":"Automated STI/HIV risk assessments: Testing an online clinical algorithm in Ottawa, Canada","year":2021,"lang":"en","type":"article","venue":"International Journal of STD & AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario HIV Treatment Network; University of Ottawa","funders":"Ontario HIV Treatment Network","keywords":"Medicine; Algorithm; Transmission (telecommunications); Human immunodeficiency virus (HIV); Risk assessment; Test (biology); Immunology; Computer science; Computer security","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":[0.001116026,0.0001224777,0.0003600022,0.0002984976,0.00004100339,0.00006717841,0.0003288866,0.0000681471,0.000614715],"category_scores_gemma":[0.004090635,0.0001071613,0.0001879648,0.0003311102,0.00005360225,0.0003208787,0.00008578222,0.0009246328,0.000008158301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000470505,"about_ca_system_score_gemma":0.00281826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03981206,"about_ca_topic_score_gemma":0.07687009,"domain_scores_codex":[0.99682,0.0003347183,0.001252157,0.0001919215,0.001160629,0.0002406206],"domain_scores_gemma":[0.996241,0.0004158163,0.0004162447,0.0001600704,0.002408645,0.0003582654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001130178,0.00179709,0.5683869,0.00001288104,0.000652479,0.005551815,0.00002821791,0.0001172169,0.000547481,0.00003351423,0.02364239,0.3991171],"study_design_scores_gemma":[0.005677452,0.004262941,0.787964,0.001203379,0.0001172036,0.001804593,0.0008205327,0.1801615,0.0003459331,0.0001804978,0.01727512,0.0001867661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889702,0.0002765169,0.005872743,0.001661589,0.0007734498,0.0000909486,0.0004197578,0.00003191096,0.001902915],"genre_scores_gemma":[0.9001328,0.0002014239,0.09430558,0.0005249468,0.001354875,0.00000303938,0.0002354383,0.00002750745,0.003214408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3989303,"threshold_uncertainty_score":0.9665819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06869037682130287,"score_gpt":0.4498094483814056,"score_spread":0.3811190715601028,"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."}}