{"id":"W2485762507","doi":"10.1016/j.ibiod.2016.06.007","title":"Bioluminescence testing for rapid detection of microbial contamination in aqueous polymer emulsions","year":2016,"lang":"en","type":"article","venue":"International Biodeterioration & Biodegradation","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"LuminUltra Technologies (Canada)","funders":"Dow Chemical Company","keywords":"Contamination; Biochemical engineering; Food spoilage; Pulp and paper industry; Environmental science; Bioluminescence; Chemistry; Biology; Ecology; Bacteria; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009316729,0.0008358413,0.0003146776,0.0006766968,0.0002037591,0.0005439462,0.0005201205,0.0008258967,0.001304875],"category_scores_gemma":[0.001213085,0.0004149521,0.0003095693,0.0002702503,0.0003172577,0.0006338004,0.0007515867,0.000680435,0.0006975264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000282843,"about_ca_system_score_gemma":0.0003405237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003543701,"about_ca_topic_score_gemma":0.0004831375,"domain_scores_codex":[0.9991234,0.000188308,0.0000528485,0.0001588063,0.0003747708,0.0001018021],"domain_scores_gemma":[0.9993709,0.000255095,0.0001161377,0.00002676566,0.0001691961,0.00006200383],"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":[0.00007085735,0.00002988207,0.000303698,0.00003383974,0.000001989195,0.00002413171,0.00001571166,0.00003541154,0.9968894,0.00003729397,0.00002887698,0.002528845],"study_design_scores_gemma":[0.00000909209,0.0003011487,0.0008437294,0.000008168881,0.000007268623,0.0001033902,0.00002116183,0.001481302,0.996815,0.00003390994,0.0003704561,0.000005282497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8758496,0.003091094,0.1157074,0.0004217944,0.0001331313,0.0002652065,0.000407061,0.0006780279,0.003446789],"genre_scores_gemma":[0.9354917,0.001702302,0.05674189,0.0002309359,0.00002804899,0.0002036595,0.0004853486,0.00005539771,0.00506059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001304875,"threshold_uncertainty_score":0.004927278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720993574332969,"score_gpt":0.2474391809852394,"score_spread":0.2302292452419097,"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."}}