{"id":"W4308633770","doi":"10.1111/hiv.13438","title":"Key data from <scp>AIDS</scp> 2022","year":2022,"lang":"en","type":"article","venue":"HIV Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Human immunodeficiency virus (HIV); Key (lock); Antiretroviral therapy; Virology; Pregnancy; Immunology; Family medicine; Intensive care medicine; Viral load; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003115328,0.001101765,0.0009611932,0.00676626,0.001203004,0.003218281,0.001504588,0.001374973,0.3409213],"category_scores_gemma":[0.02077175,0.0005474059,0.0008586196,0.01161489,0.0003466878,0.001382595,0.00213943,0.001498014,0.1242445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002627656,"about_ca_system_score_gemma":0.01073798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07486142,"about_ca_topic_score_gemma":0.07674751,"domain_scores_codex":[0.9963722,0.0005595158,0.0005823635,0.0002287992,0.001767279,0.0004897949],"domain_scores_gemma":[0.9811828,0.00416774,0.001768538,0.001046931,0.0102069,0.001627151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001986981,0.0000195227,0.0008303431,0.001300521,0.00001361527,0.00003715554,0.00001985836,0.00006985557,0.00007218797,0.000253874,0.9783096,0.0188748],"study_design_scores_gemma":[0.0001110561,0.00004592689,0.01429209,0.001159815,0.00002398482,0.00004800798,0.00009292204,0.00004530093,0.0002649421,0.0002846708,0.9836077,0.00002361824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005323853,0.001126855,0.0002196573,0.002156799,0.0009260505,0.0006576505,0.9548587,0.0001737694,0.03934812],"genre_scores_gemma":[0.00589237,0.003668734,0.0009852411,0.003208723,0.0008380155,0.002932261,0.9098122,0.0002445502,0.07241783],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3409213,"threshold_uncertainty_score":0.9400957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06754851846342778,"score_gpt":0.3595712450276772,"score_spread":0.2920227265642494,"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."}}