{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003270939,0.0004980963,0.0003355102,0.0005709047,0.0007384623,0.0006661082,0.0004331345,0.0008788091,0.0003774303],"category_scores_gemma":[0.004036705,0.0003028152,0.000454715,0.0004828695,0.0003229509,0.0006583532,0.000620937,0.0006506277,0.0001295156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047806,"about_ca_system_score_gemma":0.001780437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01494815,"about_ca_topic_score_gemma":0.01779389,"domain_scores_codex":[0.9986754,0.0005040494,0.0001068732,0.0002577572,0.0001711297,0.0002847833],"domain_scores_gemma":[0.9964657,0.0003865424,0.001245261,0.0002262392,0.0007478871,0.0009283435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003030356,0.0002661399,0.9947056,0.0000144955,0.0000233888,0.00008370717,0.0001011645,0.0001711758,0.0008597198,0.000007896616,0.0001791339,0.003284496],"study_design_scores_gemma":[0.00003690747,0.001518979,0.9968745,0.000008156773,0.00002597027,0.0001812347,0.0001530035,0.0006303681,0.0003605039,0.000009045495,0.0001922599,0.000008945655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984878,0.0002161644,0.000602039,0.0001142712,0.000009607834,0.00008062983,0.0002407943,0.00002763901,0.000220866],"genre_scores_gemma":[0.9979237,0.00007630337,0.001221479,0.00007129138,0.00001224202,0.00007145419,0.00051567,0.000002198959,0.0001055204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01494815,"threshold_uncertainty_score":0.02972227,"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."}}