{"id":"W3199245732","doi":"10.1371/journal.pmed.1003702","title":"Tuberculosis preventive treatment in people living with HIV—Is the glass half empty or half full?","year":2021,"lang":"en","type":"letter","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Medicine; Human immunodeficiency virus (HIV); Epidemiology; Extensively drug-resistant tuberculosis; Public health; Immunology; Virology; Pediatrics; Mycobacterium tuberculosis; Internal medicine; Pathology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009275511,0.0009269131,0.00272675,0.0005248617,0.0001847518,0.00002977471,0.0004374041,0.0009005122,0.00553977],"category_scores_gemma":[0.003305891,0.0004180821,0.0003506225,0.001028455,0.000535478,0.00009028793,0.0002042412,0.003076796,0.0001786997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058296,"about_ca_system_score_gemma":0.000925802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005600933,"about_ca_topic_score_gemma":0.007773626,"domain_scores_codex":[0.9934314,0.001298853,0.001039135,0.001348154,0.00140397,0.00147842],"domain_scores_gemma":[0.9924704,0.004916686,0.0003300963,0.001544749,0.000354994,0.0003830245],"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":[0.0005766469,0.0006427987,0.04699063,0.001171799,0.002820123,0.004533229,0.004470748,0.000002081499,0.0001888476,0.000004882748,0.9371361,0.001462079],"study_design_scores_gemma":[0.007876858,0.009285205,0.06954277,0.0161228,0.004051604,0.002186197,0.003166334,0.0007725726,0.0002719038,0.00004015792,0.8856596,0.001024036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03940058,0.003201998,0.00002851261,0.951866,0.0002371152,0.00224667,0.00005838435,0.00008712386,0.002873611],"genre_scores_gemma":[0.02611806,0.009851441,0.0004896274,0.8803669,0.01212341,0.002467953,0.001940145,0.0003494126,0.06629302],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07149906,"threshold_uncertainty_score":0.9998271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04240909679917493,"score_gpt":0.3139545474499768,"score_spread":0.2715454506508019,"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."}}