{"id":"W2913144426","doi":"10.5740/jaoacint.18-0245","title":"Comparison of Legiolert and a Conventional Culture Method for Detection of Legionella pneumophila from Cooling Towers in Québec","year":2019,"lang":"en","type":"article","venue":"Journal of AOAC International","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legionella pneumophila; Legionella; Cooling tower; Agar; Microbiology; Legionnaires' disease; Agar plate; Environmental science; Biology; Water cooling; Bacteria; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002582122,0.00006515253,0.0001915311,0.0001028965,0.00001305302,0.000008250347,0.0001342746,0.00008535442,0.00000982899],"category_scores_gemma":[0.00007763588,0.00005613151,0.0001183776,0.00003803098,0.00003962848,0.00001099378,0.00003664623,0.0001100575,3.507039e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002778066,"about_ca_system_score_gemma":0.000117889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003189239,"about_ca_topic_score_gemma":0.0001339912,"domain_scores_codex":[0.9991955,0.00003398322,0.0003861053,0.0001072277,0.0002055293,0.00007169429],"domain_scores_gemma":[0.9991623,0.00005446562,0.0003441643,0.00005642631,0.0003512898,0.00003132286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000892713,0.0000960227,0.04593696,0.00002002588,0.0001354797,8.551949e-7,0.000183813,0.0005259392,0.9506221,0.00007595409,0.000248364,0.001261754],"study_design_scores_gemma":[0.00282138,0.0007704436,0.0203022,0.0001314382,0.00002660106,0.00004671638,0.000672767,0.00655611,0.9504182,0.0002916535,0.01784906,0.0001134735],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882888,0.0006792646,0.01025855,0.0002276969,0.0002913343,0.00008947279,0.0000234941,5.787574e-7,0.0001408379],"genre_scores_gemma":[0.9972681,0.0001089957,0.002176322,0.00002740569,0.000204836,0.000001758676,0.00002280015,0.00000612258,0.0001836234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02563476,"threshold_uncertainty_score":0.2288977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718871861033296,"score_gpt":0.3484319859336055,"score_spread":0.3312432673232725,"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."}}