{"id":"W1983986893","doi":"10.1097/00002030-200401230-00031","title":"Sexual risk of HIV transmission is missed by traditional methods of data collection","year":2004,"lang":"en","type":"article","venue":"AIDS","topic":"Adolescent Sexual and Reproductive Health","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Sexual transmission; Transmission (telecommunications); Medicine; Data collection; Virology; Computer science; Telecommunications; Statistics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.001498881,0.0001223452,0.0003213263,0.00008904755,0.0003738065,9.940309e-7,0.0002203311,0.0001758997,0.0004469464],"category_scores_gemma":[0.0001485474,0.00009511744,0.00003659029,0.0003667721,0.0001105667,0.000157711,0.00004770767,0.0004504051,0.00001686526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007581785,"about_ca_system_score_gemma":0.0004969385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007077309,"about_ca_topic_score_gemma":0.000002249981,"domain_scores_codex":[0.9976618,0.0008343126,0.0006001534,0.0004105162,0.0002521882,0.0002410309],"domain_scores_gemma":[0.998567,0.0003025987,0.0003543881,0.0005105796,0.0001452897,0.0001201519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001692364,0.005734665,0.07270522,0.003504146,0.000417772,0.000002215251,0.02866869,0.0001016131,0.3885767,0.002647966,0.3822984,0.1136503],"study_design_scores_gemma":[0.02629962,0.007410266,0.280532,0.002188497,0.0008180854,0.00002509098,0.0310795,0.003646161,0.3067248,0.05499133,0.2845367,0.001747865],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5250357,0.0009837725,0.4631943,0.005210607,0.000664345,0.001264524,0.001682444,0.00008169424,0.001882524],"genre_scores_gemma":[0.7349786,0.0006456818,0.2512546,0.001084797,0.0007148269,0.00004328528,0.001361289,0.00007185376,0.009845117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2119397,"threshold_uncertainty_score":0.489375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2745654385227405,"score_gpt":0.4918225408003007,"score_spread":0.2172571022775603,"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."}}