{"id":"W2428721647","doi":"10.1155/2016/4897501","title":"Antiretroviral Resistance and Pregnancy Characteristics of Women with Perinatal and Nonperinatal HIV Infection","year":2016,"lang":"en","type":"article","venue":"Infectious Diseases in Obstetrics and Gynecology","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Algorithm; Medicine; Mathematics; Machine learning; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005733439,0.0001587104,0.0001998859,0.0004306445,0.0002332837,0.0004647576,0.0002230267,0.000362724,0.001395716],"category_scores_gemma":[0.004358852,0.000181993,0.00020182,0.0005234655,0.0002054597,0.0004012302,0.0002868494,0.0004257898,0.0001483137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001629745,"about_ca_system_score_gemma":0.0002016403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002543076,"about_ca_topic_score_gemma":0.002216337,"domain_scores_codex":[0.9996696,0.00008937431,0.00004935026,0.00007493328,0.00005580157,0.00006104437],"domain_scores_gemma":[0.9989501,0.0002931662,0.0005061835,0.00004378053,0.00005686029,0.0001499441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007054557,0.00001325973,0.998884,0.000004424278,0.00001131084,0.00006298926,0.00005286204,0.00001237074,0.0000597154,0.000008605904,0.00002543814,0.0007943453],"study_design_scores_gemma":[0.000006461628,0.0001445403,0.9985473,0.00001414675,0.00001481846,0.0006380029,0.0003608056,0.00009999317,0.00004951021,0.00001781586,0.0001043959,0.000002162678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990224,0.0003499947,0.00003634708,0.00006229973,0.000005104401,0.000006058147,0.0001905287,0.000001325754,0.000325924],"genre_scores_gemma":[0.9995414,0.0001835981,0.0000351452,0.00002523181,0.000005024061,0.000006993541,0.0001160949,7.198346e-7,0.00008594073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002543076,"threshold_uncertainty_score":0.00505656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006122840895211577,"score_gpt":0.2551647252744171,"score_spread":0.2490418843792055,"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."}}