{"id":"W2055938079","doi":"10.1111/j.1468-1293.2004.00205.x","title":"The AIDS epidemic in Lyon: patient characteristics and defining illnesses between 1985 and 2000","year":2004,"lang":"en","type":"article","venue":"HIV Medicine","topic":"Pneumocystis jirovecii pneumonia detection and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital; McGill University","funders":"Hospices Civils de Lyon","keywords":"Medicine; Incidence (geometry); Human immunodeficiency virus (HIV); Cohort; Pneumonia; Antiretroviral treatment; Internal medicine; Antiretroviral therapy; Pediatrics; Demography; Immunology; Viral load","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":[0.0002822712,0.0001812431,0.0004243793,0.0001152743,0.000169761,0.00001117782,0.00003648046,0.00006883489,0.00001601523],"category_scores_gemma":[0.0004260545,0.000108648,0.00002192163,0.0001751651,0.0002414397,0.00003840661,0.00004186043,0.0002226669,0.00001705394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317936,"about_ca_system_score_gemma":0.0000660851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001266315,"about_ca_topic_score_gemma":0.00003093817,"domain_scores_codex":[0.998803,0.0000431414,0.0004046292,0.0002542434,0.0002133245,0.0002817176],"domain_scores_gemma":[0.9991109,0.0003525091,0.0001034978,0.0001995769,0.00003361708,0.0001998631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002966514,0.0001301243,0.6622747,0.0001556682,0.0001364976,0.0005119554,0.003713156,0.000003353477,0.002365657,0.002292552,0.0002897015,0.32783],"study_design_scores_gemma":[0.005815469,0.001514355,0.9727854,0.0008772558,0.0002043391,0.000559543,0.0008383025,0.00002921324,0.0004186351,0.001031521,0.01574856,0.0001774004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860272,0.003248188,0.00008034148,0.009447263,0.0002052187,0.000284849,0.00001206966,0.00004107665,0.0006538265],"genre_scores_gemma":[0.997224,0.001618782,0.0001382395,0.0006841557,0.0001229084,0.00002921606,0.0000270969,0.00001769125,0.0001378592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3276526,"threshold_uncertainty_score":0.4430535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242238366378102,"score_gpt":0.2557865496587595,"score_spread":0.2433641659949785,"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."}}