{"id":"W2066366443","doi":"10.1111/j.1574-6968.2002.tb11134.x","title":"Construction and initial characterization of a luminescent<i>Synechococcus</i>sp. PCC 7942 Fe-dependent bioreporter","year":2002,"lang":"en","type":"article","venue":"FEMS Microbiology Letters","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Bowling Green State University; National Science Foundation","keywords":"Bioreporter; Synechococcus; Biology; Luminescence; Vibrio harveyi; Vibrio parahaemolyticus; Cyanobacteria; Transcription (linguistics); Exponential growth; Biophysics; Vibrio; Microbiology; Molecular biology; Reporter gene; Gene; Biochemistry; Bacteria; Gene expression; Materials science; Genetics; Physics; Optoelectronics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001321599,0.0002154599,0.0002372889,0.00009714327,0.00007556069,0.00001934297,0.0001732024,0.0002906556,0.00007891702],"category_scores_gemma":[0.00003717605,0.0002049575,0.00007763357,0.0001198089,0.0006143437,0.00001574446,0.0001226562,0.0001206431,0.00001348179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001636369,"about_ca_system_score_gemma":0.00002006729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001485689,"about_ca_topic_score_gemma":0.000005761791,"domain_scores_codex":[0.9986445,0.00006851478,0.0003678126,0.0004822224,0.00007384277,0.0003631181],"domain_scores_gemma":[0.9993101,0.000009323975,0.0001980221,0.0003045164,0.0001000115,0.00007796176],"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":[0.00004704302,0.00006510438,0.02096015,0.00004081885,0.00003971791,0.00001075157,0.00004798081,1.279607e-7,0.975068,0.000002986585,0.001059964,0.002657369],"study_design_scores_gemma":[0.0006038921,0.0001223102,0.002468951,0.00002871181,0.00002053187,0.000370918,0.00004116313,0.000007780453,0.9909837,0.000001258815,0.005117313,0.0002334925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977707,0.0001551067,0.000480977,0.0009269497,0.0002665893,0.0002392117,0.00007887893,0.00001700715,0.0000646111],"genre_scores_gemma":[0.9974603,0.0003843656,0.0002202962,0.0008631282,0.0002829646,0.00002255295,0.0005984841,0.00002216074,0.000145738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0184912,"threshold_uncertainty_score":0.8357924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097482138048391,"score_gpt":0.2287733414863083,"score_spread":0.2177985201058244,"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."}}