{"id":"W4243013669","doi":"10.22215/etd/2010-08924","title":"Evaluation of the ATP bioluminescence assay as a real-time monitoring tool for surface water monitoring and disinfection performance","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Bioluminescence; Chemistry; Biochemistry","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":[0.0007472383,0.0002056431,0.0001997256,0.00005321991,0.0001321558,0.00005135534,0.00007776735,0.0003270457,0.00002336504],"category_scores_gemma":[0.00007765355,0.000135759,0.00008954005,0.00010438,0.00001963107,0.0001553652,0.00001166465,0.0002401671,0.000009058886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000832127,"about_ca_system_score_gemma":0.00001981535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008389577,"about_ca_topic_score_gemma":0.00001204118,"domain_scores_codex":[0.9988971,0.0000323896,0.0002729015,0.0002087811,0.0003967763,0.000192005],"domain_scores_gemma":[0.9992999,0.00005145733,0.00006263897,0.0001931068,0.0003617518,0.00003113304],"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":[0.00001567002,0.000009010556,0.001957816,0.0003004945,0.00004073795,2.7769e-8,0.0001851291,0.001623724,0.9746834,0.000002759911,0.000005656738,0.02117556],"study_design_scores_gemma":[0.0001649568,0.00003340686,0.04617057,0.0002267056,0.0002139368,0.000001302572,0.0000637393,0.1057281,0.8471401,0.0000315314,0.00004154633,0.000184047],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962527,0.00004962693,0.00003510495,0.000008173695,0.002047451,0.0004685784,0.000003788367,0.0000950588,0.00103959],"genre_scores_gemma":[0.997184,0.000216575,0.0001846716,2.915696e-7,0.000305155,0.00003489602,0.00002432442,0.00004068585,0.002009365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1275433,"threshold_uncertainty_score":0.5536091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218031227968282,"score_gpt":0.2579732768881861,"score_spread":0.2457929646085033,"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."}}