{"id":"W2527579883","doi":"10.1038/srep34293","title":"Repurposing clinically approved cephalosporins for tuberculosis therapy","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"British Columbia Centre for Disease Control; Grand Challenges Canada; European Commission; British Columbia Lung Association; University of British Columbia; GlaxoSmithKline","keywords":"Cephalosporin; Rifapentine; Rifampicin; Medicine; Rifabutin; Mycobacterium tuberculosis; Ethambutol; Tuberculosis; Bedaquiline; Pharmacology; Drug; Antibiotics; Rifamycin; Microbiology; Biology; Latent tuberculosis; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005195444,0.0001839079,0.000497221,0.0001920261,0.0002734562,0.00006964605,0.000128555,0.0001685905,0.0002370643],"category_scores_gemma":[0.004707184,0.00010427,0.0003981551,0.0003082987,0.0004721429,0.000154042,0.00006261392,0.0001322747,0.00005610664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009860127,"about_ca_system_score_gemma":0.0003165071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002776081,"about_ca_topic_score_gemma":0.000009514407,"domain_scores_codex":[0.9964914,0.0001019984,0.001038078,0.001158999,0.0004802717,0.0007292494],"domain_scores_gemma":[0.9968681,0.0005261076,0.0002949425,0.001376904,0.0004852675,0.0004487267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000757557,0.0004709611,0.1877746,0.0000612174,0.0002202688,0.0003515696,0.0001252021,0.000001027656,0.3870063,0.0002515168,0.1734835,0.2494962],"study_design_scores_gemma":[0.001746185,0.0007772725,0.02303651,0.0001586078,0.00005127065,0.0007242442,0.00003435772,0.00007920455,0.03645902,0.01074071,0.9259185,0.0002740615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716032,0.0007459178,0.00240923,0.0140187,0.004924674,0.001845039,0.000009412141,0.0002031451,0.004240655],"genre_scores_gemma":[0.9777962,0.0004168519,0.00606189,0.001005321,0.0005391877,0.000257413,0.00006625167,0.00004832494,0.01380857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.752435,"threshold_uncertainty_score":0.5635279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05807355197066713,"score_gpt":0.3685947175994611,"score_spread":0.3105211656287939,"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."}}