{"id":"W2891327259","doi":"10.3390/w10091219","title":"Searching for Activity Markers that Approximate (VBNC) Legionella pneumophila Infectivity in Amoeba after Ultraviolet (UV) Irradiation","year":2018,"lang":"en","type":"article","venue":"Water","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Innovates; University of Alberta","keywords":"Legionella pneumophila; Microbiology; Infectivity; Ultraviolet; Legionella; Biofilm; Acanthamoeba; Ultraviolet irradiation; Biology; Irradiation; Bacteria; Immunology; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005724709,0.0001857071,0.0001619322,0.000110873,0.0001272884,0.00007389564,0.0001604105,0.0001866497,0.00001510412],"category_scores_gemma":[0.0000446932,0.0001429072,0.0001043862,0.00007428265,0.0001676901,0.00002411665,0.0001328288,0.0001672523,0.00002870282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004396561,"about_ca_system_score_gemma":0.00004343039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002253203,"about_ca_topic_score_gemma":0.0002629977,"domain_scores_codex":[0.9985045,0.0001318059,0.0001326648,0.0004819232,0.0001748092,0.000574365],"domain_scores_gemma":[0.9994369,0.00002427045,0.00004462842,0.0003257446,0.00007146236,0.00009697896],"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":[0.0009812271,0.0001226265,0.05492387,0.000064002,0.00003223774,0.000006655651,0.0002587158,0.00001792029,0.9396738,0.00001503831,0.000412301,0.003491629],"study_design_scores_gemma":[0.001053858,0.000349811,0.1480106,0.00002513427,0.000009217443,0.00001150966,0.00003242611,0.0006484698,0.8412367,0.0003269311,0.007980313,0.0003150476],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968934,0.0000242953,0.001021454,0.000552239,0.0001557742,0.0005138706,0.00001862342,0.00001545273,0.0008048635],"genre_scores_gemma":[0.9984061,0.00004036811,0.0001168691,0.0001772557,0.0004521684,0.000164816,0.00009429274,0.00003511702,0.0005130831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09843705,"threshold_uncertainty_score":0.5827587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01687239590836126,"score_gpt":0.2754571723327026,"score_spread":0.2585847764243414,"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."}}