{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002646227,0.0006230221,0.0005208875,0.001549001,0.002099284,0.002123218,0.001950433,0.0008347362,0.005587275],"category_scores_gemma":[0.01100899,0.0005192448,0.0004161225,0.001897952,0.0008294987,0.000630427,0.000930016,0.0005199517,0.001218478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03054999,"about_ca_system_score_gemma":0.04420296,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9868912,"about_ca_topic_score_gemma":0.9896702,"domain_scores_codex":[0.997976,0.0004781466,0.0002263683,0.000470406,0.0005081426,0.0003409263],"domain_scores_gemma":[0.9935982,0.001532574,0.0002530799,0.000300121,0.003655616,0.0006603699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002228914,0.001381252,0.5103801,0.0004775181,0.0002381304,0.001441307,0.001849455,0.07278122,0.00286549,0.002940923,0.04438454,0.359031],"study_design_scores_gemma":[0.0007144781,0.0006102344,0.2897789,0.0002750016,0.0002107071,0.0005170571,0.003013158,0.6710973,0.004163017,0.001932947,0.02738632,0.0003008228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9175063,0.001731831,0.02660959,0.004467159,0.0001590399,0.003118069,0.01348386,0.003696286,0.02922782],"genre_scores_gemma":[0.9305647,0.0006619273,0.05570915,0.0005828438,0.00002106497,0.0002894182,0.00491643,0.0001267608,0.007127657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03054999,"threshold_uncertainty_score":0.2216567,"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."}}