{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000934199,0.0001742084,0.0004364067,0.0003040871,0.0002937262,0.00001206851,0.0007526212,0.00004401471,0.03866877],"category_scores_gemma":[0.002660742,0.0001412296,0.00009967707,0.0005922078,0.0002016979,0.0001293864,0.0009578735,0.0008120461,0.0009534457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117126,"about_ca_system_score_gemma":0.0001663599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000776054,"about_ca_topic_score_gemma":0.0000654489,"domain_scores_codex":[0.9971411,0.0002092312,0.0004286621,0.0005503515,0.00120423,0.0004663863],"domain_scores_gemma":[0.9973586,0.0004275157,0.00009041272,0.001560732,0.0000900665,0.0004727211],"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":[0.00003868199,0.0002536272,0.004323978,0.00003608688,0.0001531966,0.0002940272,0.0006620872,8.379872e-7,0.006610943,0.000277989,0.9798536,0.007494893],"study_design_scores_gemma":[0.003420218,0.003446112,0.003784753,0.0001632107,0.000172635,0.00009220582,0.004637436,0.002996086,0.0002028594,0.000350579,0.9806815,0.00005243284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4229133,0.02473208,0.005861243,0.05700047,0.001751009,0.002166183,0.006453782,0.0006239922,0.478498],"genre_scores_gemma":[0.3739904,0.0007722412,0.00124912,0.004149565,0.003195764,0.0002321506,0.02212303,0.000108907,0.5941789],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1156809,"threshold_uncertainty_score":0.9998244,"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."}}