{"id":"W2167111660","doi":"10.1164/rccm.200708-1256oc","title":"Tuberculosis Outbreaks Predicted by Characteristics of First Patients in a DNA Fingerprint Cluster","year":2008,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Cluster (spacecraft); Tuberculosis; Outbreak; Mycobacterium tuberculosis; Psychological intervention; DNA profiling; Epidemiology; Internal medicine; Pediatrics; Pathology; DNA; Genetics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005111892,0.0002089187,0.0002285431,0.0008724415,0.0003121682,0.00051083,0.0002819467,0.0005168297,0.002120382],"category_scores_gemma":[0.005137342,0.0002092261,0.0002658934,0.0006041831,0.0002529976,0.000555576,0.0004498024,0.0004935047,0.0002248421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002784591,"about_ca_system_score_gemma":0.0002815714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127167,"about_ca_topic_score_gemma":0.001895022,"domain_scores_codex":[0.9995508,0.0001362098,0.00005950402,0.0001032348,0.00006121923,0.0000891083],"domain_scores_gemma":[0.9948613,0.001408087,0.002618193,0.0001373677,0.0002833041,0.0006918103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006407001,0.00001153447,0.9991647,0.000003095363,0.000005630657,0.00006702005,0.00001733331,0.00006608868,0.0001160912,0.000006576342,0.00003707448,0.0004408027],"study_design_scores_gemma":[0.000007469728,0.0001048355,0.99797,0.00001009041,0.00001115946,0.0008552981,0.0001639341,0.0005811962,0.0001426366,0.00003962629,0.0001102202,0.00000342806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993175,0.0001227082,0.0001258246,0.00004908397,0.000003736475,0.00000813017,0.0001161254,0.000002381842,0.0002546304],"genre_scores_gemma":[0.9995487,0.0000392696,0.0001515456,0.00001173348,0.000007984009,0.000005508081,0.0001823873,0.000001432877,0.00005149559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002127167,"threshold_uncertainty_score":0.00709337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801608067907579,"score_gpt":0.3084473948492598,"score_spread":0.290431314170184,"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."}}