{"id":"W4224288147","doi":"10.1371/journal.pone.0266663","title":"Infectious diseases, comorbidities and outcomes in hospitalized people who inject drugs (PWID)","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Impact; Health Sciences North; Population Health Research Institute; McMaster University","funders":"","keywords":"Medicine; Osteomyelitis; Septic arthritis; Pneumonia; Meningitis; Medical record; Bacteremia; Emergency medicine; Exact test; Sepsis; Cellulitis; Endocarditis; Pediatrics; Internal medicine; Surgery; Arthritis; Antibiotics","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":[0.0001543071,0.0001928394,0.0007145201,0.0002510097,0.0001484393,0.00002618181,0.0001020833,0.00004259318,0.0004426997],"category_scores_gemma":[0.0003286165,0.0001897918,0.00005718644,0.0003532293,0.00007722634,0.0001031449,0.0002429564,0.0003541604,0.00002789832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001894345,"about_ca_system_score_gemma":0.0001049605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009543659,"about_ca_topic_score_gemma":0.0002869587,"domain_scores_codex":[0.9983652,0.0001324029,0.0002843123,0.0003105594,0.0006010526,0.0003064952],"domain_scores_gemma":[0.9991491,0.0002130335,0.00007934645,0.0003470789,0.00004453216,0.000166953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001057139,0.002439025,0.9806933,0.000222691,0.0002027645,0.00005471747,0.01479775,0.000004376968,0.0001802722,0.00009554737,0.0007901741,0.0004137126],"study_design_scores_gemma":[0.005136095,0.001025061,0.9757514,0.0001264933,0.0003548369,0.00001352969,0.01576817,0.0004120537,0.0002450381,0.0005044671,0.0003200984,0.0003427344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938598,0.0006059966,0.000001251152,0.001242584,0.00006952634,0.0006806514,0.0001755881,0.0001955736,0.003169032],"genre_scores_gemma":[0.9952817,0.0002303951,0.00005055572,0.0005925963,0.00006666456,0.0002670541,0.0001018929,0.00005013777,0.003359019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005030381,"threshold_uncertainty_score":0.7739487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02739876412064533,"score_gpt":0.281590613750544,"score_spread":0.2541918496298987,"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."}}