{"id":"W2097226982","doi":"10.1310/hct1206-323","title":"Four-Year Follow-Up of Polyalkylimide Gel Use for the Treatment of HIV-Associated Lipoatrophy","year":2011,"lang":"en","type":"article","venue":"HIV Clinical Trials","topic":"Dermatological and COVID-19 studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadians Living with HIV; University of Toronto; University Health Network; St. Michael's Hospital; Maple Leaf Medical Clinic; Women's College Hospital","funders":"","keywords":"Medicine; Anxiety; Depression (economics); Randomized controlled trial; Quality of life (healthcare); Internal medicine; Lipoatrophy; Human immunodeficiency virus (HIV); Patient satisfaction; Physical therapy; Surgery; Viral load; Antiretroviral therapy; Psychiatry; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001995714,0.0001931551,0.001941159,0.00004170473,0.00007220473,0.00000581314,0.0001409692,0.0002088812,0.0001751872],"category_scores_gemma":[0.01886131,0.00009372795,0.001488002,0.0001292652,0.000295494,0.00003121765,0.00003472688,0.00009608334,0.00003620317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002513594,"about_ca_system_score_gemma":0.00008148768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006373493,"about_ca_topic_score_gemma":0.00001112921,"domain_scores_codex":[0.996766,0.0005711127,0.001885625,0.0002764752,0.0002430921,0.0002576881],"domain_scores_gemma":[0.9826,0.01584242,0.0007894354,0.0004169307,0.0002258618,0.0001253649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0401311,0.01052203,0.8661007,0.0002118954,0.008748658,0.00006382607,0.002003008,0.00000248101,0.000842052,0.002231256,0.04178886,0.02735414],"study_design_scores_gemma":[0.09755395,0.01931287,0.766938,0.0003519298,0.009904089,0.00000886053,0.001251513,0.0001538344,0.00879708,0.006492876,0.08867841,0.0005565709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922594,0.0006951653,0.000347585,0.002719709,0.0008689154,0.001893369,0.0003340277,0.00005978569,0.0008219804],"genre_scores_gemma":[0.9940589,0.001931994,0.0006729574,0.0006904884,0.0003036397,0.0001198655,0.0000178362,0.00001911159,0.002185178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09916269,"threshold_uncertainty_score":0.9894032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5745653611812509,"score_gpt":0.4586381917043282,"score_spread":0.1159271694769227,"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."}}