{"id":"W2053873514","doi":"10.1097/01.olq.0000099621.30953.70","title":"Sexually Transmitted Infection/HIV Laboratory Testing in Resource-Limited Countries","year":2003,"lang":"en","type":"article","venue":"Sexually Transmitted Diseases","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Developing country; Psychological intervention; Human immunodeficiency virus (HIV); Limited resources; Test (biology); Medical emergency; Environmental health; Operations management; Family medicine; Economic growth; Risk analysis (engineering); Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004904883,0.0004603326,0.0006261868,0.0008323172,0.0002876723,0.000121399,0.0001957466,0.0002200166,0.001263844],"category_scores_gemma":[0.0020111,0.0004417944,0.0002332008,0.002283046,0.000346786,0.0003790406,0.0000158212,0.0006646459,0.0001645005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001663631,"about_ca_system_score_gemma":0.001073398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001528104,"about_ca_topic_score_gemma":0.0002798807,"domain_scores_codex":[0.9960365,0.0005915518,0.0008595769,0.0007151979,0.0008400679,0.0009570713],"domain_scores_gemma":[0.997364,0.0006452259,0.0001042371,0.0005660242,0.0005456952,0.0007747473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001663921,0.00535359,0.9109578,0.002186841,0.0007532641,0.001079221,0.002218541,0.0001618769,0.009155021,0.001923899,0.04497483,0.01957122],"study_design_scores_gemma":[0.01461921,0.005344454,0.6597466,0.001746915,0.000794018,0.0001217886,0.002229597,0.001875044,0.002593868,0.0006986655,0.3088081,0.001421754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734496,0.003272828,0.002529894,0.001421967,0.00008627774,0.001336037,0.0007426721,0.0006650648,0.01649569],"genre_scores_gemma":[0.9906019,0.0001563913,0.0006960676,0.001440635,0.0001522267,0.0002342781,0.0004415282,0.0001204293,0.006156529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2638333,"threshold_uncertainty_score":0.9998034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956632352352879,"score_gpt":0.2921928500848482,"score_spread":0.2726265265613195,"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."}}