{"id":"W2067570269","doi":"10.1080/87559129.2011.563393","title":"Microbial Biosensors for Environmental Monitoring and Food Analysis","year":2011,"lang":"en","type":"article","venue":"Food Reviews International","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China; University of Calgary","keywords":"Biosensor; Biochemical engineering; Biotechnology; Food safety; Environmental science; Nanotechnology; Biology; Engineering; Food science; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001701634,0.00128756,0.001403089,0.001392336,0.0004319528,0.001335192,0.001348811,0.002137537,0.003626343],"category_scores_gemma":[0.001402875,0.000596262,0.0008573013,0.001378924,0.0009337857,0.001756204,0.001126243,0.002716617,0.003339206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007914493,"about_ca_system_score_gemma":0.0006280302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002788967,"about_ca_topic_score_gemma":0.0003984559,"domain_scores_codex":[0.9977209,0.0005252925,0.00009970739,0.0003262987,0.001201636,0.0001261366],"domain_scores_gemma":[0.9994394,0.0001853459,0.00006979287,0.00004474793,0.0002105087,0.00005014475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001882903,0.0001591791,0.0006545823,0.003653372,0.00009471486,0.0003647445,0.0001622041,0.0008135271,0.7489542,0.02371108,0.01535009,0.205894],"study_design_scores_gemma":[0.00006269403,0.0007128668,0.0009458877,0.0004695403,0.000109269,0.002160535,0.0001532009,0.004941052,0.495272,0.01333137,0.4817431,0.00009850202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02150344,0.5794782,0.3521728,0.007260712,0.004518281,0.0004578769,0.0007293916,0.00209171,0.03178759],"genre_scores_gemma":[0.1709106,0.3705365,0.4124931,0.004775411,0.002176488,0.0009450484,0.001491901,0.0002170428,0.03645391],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003626343,"threshold_uncertainty_score":0.01213133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04692815713217295,"score_gpt":0.2893206034480161,"score_spread":0.2423924463158431,"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."}}