{"id":"W2184484998","doi":"10.1086/590558","title":"<i>Editorial Commentary:</i>Our Evolving Understanding of Legionellosis Epidemiology: Learning to Count","year":2008,"lang":"en","type":"editorial","venue":"Clinical Infectious Diseases","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; Hospital for Sick Children","funders":"Sanofi Pasteur","keywords":"Medicine; Outbreak; Legionella; Legionella pneumophila; Pneumonia; Context (archaeology); Case fatality rate; Intensive care medicine; Epidemiology; Virology; Pathology; Internal medicine; Geography","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":[0.004937039,0.003184555,0.002276689,0.002372124,0.003945238,0.00585092,0.005769252,0.02669021,0.0220223],"category_scores_gemma":[0.03269047,0.0008522389,0.002336316,0.001187067,0.004278558,0.005760443,0.001657716,0.02482812,0.01844967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004020889,"about_ca_system_score_gemma":0.004766927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005152442,"about_ca_topic_score_gemma":0.009546104,"domain_scores_codex":[0.9946262,0.000933114,0.0004939881,0.0008994692,0.002577344,0.0004699511],"domain_scores_gemma":[0.9779832,0.007552872,0.001125161,0.000706271,0.00963463,0.002997848],"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":[0.00001204037,0.000004713143,0.00003013914,0.00005207656,0.000003850704,0.00008093027,0.00001531606,0.000007648245,0.00002448856,0.0001172882,0.9982908,0.001360724],"study_design_scores_gemma":[0.00004569391,0.00003734293,0.0003986809,0.0005833122,0.00002601024,0.0005715822,0.0001855456,0.0001648172,0.0001594392,0.001096688,0.9966876,0.00004340598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000083274,0.001530877,0.0001339697,0.2280606,0.7673529,0.00002993299,0.0001476757,0.0001265865,0.002534237],"genre_scores_gemma":[0.001012454,0.001656946,0.0001439346,0.2237766,0.7669019,0.00003338971,0.00007618398,0.00007158747,0.006327024],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02669021,"threshold_uncertainty_score":0.07367194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05697504714769231,"score_gpt":0.3887396448090473,"score_spread":0.331764597661355,"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."}}