{"id":"W2323973286","doi":"10.1136/sti.2010.046771","title":"Reaching for the STARHS","year":2010,"lang":"en","type":"letter","venue":"Sexually Transmitted Infections","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Incidence (geometry); Seroconversion; Cohort; Human immunodeficiency virus (HIV); Attrition; Family medicine; Demography; Pathology","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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0004619019,0.0003553003,0.0004357522,0.0004215295,0.0008268699,0.0001292093,0.0002992587,0.001318128,0.001474098],"category_scores_gemma":[0.0005093268,0.0002450204,0.0007580014,0.0003796363,0.0002514543,0.0001216166,0.00002461484,0.009213504,0.0001521703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009541482,"about_ca_system_score_gemma":0.0004381921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005957959,"about_ca_topic_score_gemma":0.0008662216,"domain_scores_codex":[0.9977646,0.0001212314,0.0004875731,0.000467735,0.0004676794,0.0006911897],"domain_scores_gemma":[0.9973823,0.001135828,0.0001011306,0.0008359887,0.0003937875,0.0001509593],"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":[0.00002821516,0.0001921248,0.00007171332,0.0003747078,0.0006817887,0.00002871945,0.0002301417,0.000001400515,0.001068659,0.0001394174,0.9759046,0.02127852],"study_design_scores_gemma":[0.000937921,0.002351815,0.0002070945,0.0001815051,0.0006442671,0.0001578246,0.00006526167,0.000529922,0.00008610645,0.0003687829,0.9942234,0.0002460642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005403889,0.0003848618,0.09787746,0.8767719,0.0008717396,0.002729196,0.000713879,0.0003574217,0.01975314],"genre_scores_gemma":[0.004503187,0.0004449271,0.002243539,0.6223854,0.01674739,0.003298944,0.005126416,0.0004263814,0.3448238],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3250706,"threshold_uncertainty_score":0.9999784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0285332857546256,"score_gpt":0.3277521094056703,"score_spread":0.2992188236510447,"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."}}