{"id":"W2009882151","doi":"10.1097/qai.0000000000000492","title":"Implementation and Operational Research","year":2014,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Institute of Allergy and Infectious Diseases; U.S. Public Health Service","keywords":"Medicine; Outreach; Antiretroviral therapy; Lost to follow-up; Family medicine; Human immunodeficiency virus (HIV); Quarter (Canadian coin); Pediatrics; Viral load; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003969115,0.00009903544,0.0003065262,0.0008619538,0.0002711909,0.00009774415,0.0001755216,0.00005265711,0.0005224139],"category_scores_gemma":[0.00108095,0.00007597856,0.0001632335,0.000597342,0.0002325684,0.0003876442,0.00008079529,0.0001870266,0.00008432547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007579491,"about_ca_system_score_gemma":0.000196897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005790368,"about_ca_topic_score_gemma":0.000004817027,"domain_scores_codex":[0.9975665,0.0002991125,0.000679498,0.0001499336,0.0009396077,0.000365343],"domain_scores_gemma":[0.9983721,0.0002624891,0.0001436717,0.0001946097,0.0008488044,0.0001782836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007386954,0.001452798,0.08148722,0.000633908,0.0005748217,0.0002710431,0.003473847,0.00001739155,0.3596095,0.02887147,0.09662235,0.426247],"study_design_scores_gemma":[0.01229434,0.05931117,0.8194434,0.001617448,0.0002756763,0.01107638,0.01842364,0.004201697,0.03145108,0.007046678,0.03424485,0.0006136394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899763,0.002082812,0.001818857,0.002678492,0.0001097466,0.0002101366,0.000005703015,0.00001572306,0.003102191],"genre_scores_gemma":[0.9947543,0.0003778428,0.001167654,0.00003279955,0.00009875688,0.000007994158,0.00001149229,0.00001743898,0.003531782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7379562,"threshold_uncertainty_score":0.5720066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05172643641563587,"score_gpt":0.4075030305347213,"score_spread":0.3557765941190855,"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."}}