{"id":"W2053660315","doi":"10.1111/j.1751-1097.2010.00775.x","title":"Design and Characterization of an Aequorin‐based Bacterial Biosensor for Detection of Toluene and Related Compounds","year":2010,"lang":"en","type":"article","venue":"Photochemistry and Photobiology","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Merck Canada","keywords":"Aequorin; Bioreporter; Bioluminescence; Biosensor; Activator (genetics); Molecular biology; Operon; Chemistry; lac operon; Promoter; Escherichia coli; Biology; Biochemistry; Reporter gene; Gene expression; Receptor; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002101247,0.0001308712,0.0001980455,0.00002840842,0.00005497068,0.000008646583,0.00007582895,0.0003434658,0.000009297458],"category_scores_gemma":[0.00005931754,0.0001253168,0.00002799172,0.00005044421,0.000398216,0.000008517669,0.00003828762,0.00009247621,5.461172e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002117368,"about_ca_system_score_gemma":0.00004153795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000139315,"about_ca_topic_score_gemma":0.000004466817,"domain_scores_codex":[0.9992283,0.00003600696,0.0002235489,0.0003137473,0.00003821428,0.0001601852],"domain_scores_gemma":[0.999458,0.00003688234,0.000130297,0.0001764602,0.0001196982,0.00007870553],"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":[0.000755014,0.00005846784,0.0006939934,0.0001520084,0.00002007954,3.088292e-7,0.00002461444,9.997638e-8,0.9969993,0.000001972305,0.000001437775,0.001292651],"study_design_scores_gemma":[0.0009247434,0.0005615722,0.001271609,0.00001357926,0.00001778035,0.00005229034,0.00001969047,0.0005376607,0.9961694,0.00002103428,0.0002802658,0.0001303043],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991163,0.00004294141,0.0002905582,0.00001715195,0.00006605923,0.0003757365,0.00007155182,0.000005649841,0.00001402189],"genre_scores_gemma":[0.9985396,0.00009265429,0.0007176157,0.00001309322,0.00006955267,0.00006163889,0.0004700888,0.00001076006,0.00002503129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001162347,"threshold_uncertainty_score":0.5110269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104330967160146,"score_gpt":0.2555282290339814,"score_spread":0.2444849193623799,"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."}}