{"id":"W4411986003","doi":"10.1016/j.watres.2025.124151","title":"Bioluminescent-reporter phagosensor for quantitative detection of viable Escherichia coli in water","year":2025,"lang":"en","type":"article","venue":"Water Research","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Escherichia coli; Bioluminescence; Bioreporter; Chemistry; Microbiology; Reporter gene; Environmental chemistry; Biology; Biochemistry; Gene; Gene expression","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":[0.0006888006,0.0007511549,0.0005983399,0.000503054,0.0003247469,0.0004533294,0.0007621951,0.0004792182,0.002020965],"category_scores_gemma":[0.0004366939,0.0003268207,0.0003218929,0.0004438571,0.0002809766,0.0004949346,0.0004557551,0.00120733,0.0009402914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005737873,"about_ca_system_score_gemma":0.0007046171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007195416,"about_ca_topic_score_gemma":0.0015812,"domain_scores_codex":[0.9994679,0.0001093227,0.00003022499,0.0001339148,0.0001709486,0.00008761745],"domain_scores_gemma":[0.9997923,0.00005071403,0.00002561889,0.00002490332,0.00004917375,0.00005726477],"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":[0.00004632277,0.00002983419,0.00005053013,0.00003513557,0.000001963175,0.00001068635,0.000008104627,0.00002002324,0.9985055,0.0001987695,0.00007266338,0.001020593],"study_design_scores_gemma":[0.00000806461,0.00005965343,0.0003657636,0.000004693587,0.000004055987,0.00004101359,0.000007992653,0.001089858,0.9972994,0.00004920566,0.001067152,0.000003208443],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4755335,0.002006981,0.513924,0.0004811191,0.0002854968,0.0005368011,0.001276107,0.002377058,0.003579005],"genre_scores_gemma":[0.6229159,0.002736736,0.3535382,0.0003642419,0.0000537076,0.000855437,0.002757014,0.0002845286,0.01649435],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002020965,"threshold_uncertainty_score":0.006760776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04328058592554759,"score_gpt":0.3735388505278803,"score_spread":0.3302582646023328,"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."}}