{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008561541,0.0001165711,0.0003237157,0.0003341821,0.00006154856,0.00001570206,0.00002601515,0.00007707298,0.00004257068],"category_scores_gemma":[0.006020606,0.00008406895,0.00002576295,0.0002604007,0.0004384611,0.0001465278,0.0000746967,0.0001039791,0.000001421352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001931578,"about_ca_system_score_gemma":0.00007065396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002184675,"about_ca_topic_score_gemma":0.00005578153,"domain_scores_codex":[0.9990696,0.00005722976,0.0002268029,0.0002507408,0.0001077592,0.0002878191],"domain_scores_gemma":[0.9983013,0.001142627,0.00008449828,0.0001349839,0.0001324899,0.0002040494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001068083,0.0001667392,0.8272336,0.0005938566,0.0000522492,0.0001174854,0.0001684628,2.708714e-8,0.0001979121,0.0005399025,0.0000210556,0.170802],"study_design_scores_gemma":[0.002990297,0.006028437,0.9881706,0.000598039,0.0000349369,0.00006894635,0.00006578719,0.0000255827,0.00005366164,0.0002741394,0.001569895,0.0001197006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951404,0.003968386,0.00007755217,0.00006746148,0.00007950705,0.0002377482,0.0001024608,0.00002142163,0.0003050799],"genre_scores_gemma":[0.9927674,0.006115638,0.00002287675,0.00001491317,0.00001412275,0.00006118634,0.000005914729,0.00001242587,0.0009855473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1706823,"threshold_uncertainty_score":0.7207663,"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."}}