{"id":"W1970972450","doi":"10.1086/503642","title":"Prospective 3-Year Surveillance for Nosocomial and Environmental<i>Legionella pneumophila</i>: Implications for Infection Control","year":2006,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Movement Disorders","funders":"","keywords":"Legionella pneumophila; Legionnaires' disease; Legionella; Medicine; Pneumonia; Incidence (geometry); Infection control; Microbiology; Internal medicine; Biology; Surgery; Bacteria","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":[0.0005579692,0.0001976714,0.0003602731,0.00005728405,0.000324886,0.0000210918,0.00004694082,0.000261812,0.000001102488],"category_scores_gemma":[0.0003625749,0.0001831465,0.0001469989,0.00004045826,0.0002705259,0.00001361958,0.00003068231,0.0001038946,0.000001722847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003122291,"about_ca_system_score_gemma":0.00002773729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004061354,"about_ca_topic_score_gemma":0.0002031905,"domain_scores_codex":[0.9985832,0.0001342097,0.0003392271,0.0005373209,0.00003717632,0.0003688842],"domain_scores_gemma":[0.9990511,0.0004329547,0.0001696494,0.000165082,0.0000901743,0.00009103852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000375116,0.0001147289,0.9421964,0.00002578106,0.00008895284,1.293478e-7,0.000006597598,0.0001635074,0.04843646,0.004232872,0.002918527,0.001440908],"study_design_scores_gemma":[0.005372619,0.001469575,0.9493659,0.00000392834,0.00003923711,0.00002013147,0.000005188196,0.0009004218,0.0006560555,0.008940496,0.03296197,0.0002644783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205356,0.0008847762,0.07003902,0.005573115,0.0002971114,0.002073042,0.0004069158,0.00003323719,0.0001571487],"genre_scores_gemma":[0.9962252,0.0007269596,0.0001496993,0.0005280339,0.001018606,0.000942067,0.0002672772,0.00002404434,0.0001181291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07568955,"threshold_uncertainty_score":0.7468498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00979782859506052,"score_gpt":0.2712164961946675,"score_spread":0.261418667599607,"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."}}