{"id":"W4240284214","doi":"10.1117/3.2265082","title":"Bioluminescense for Food and Environmental Microbiological Safety","year":2007,"lang":"en","type":"book","venue":"SPIE eBooks","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Food safety; Environmental safety; Business; Environmental science; Food science; Environmental health; Biology; Medicine; Human health","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002858456,0.0004722633,0.0004035971,0.00007776996,0.0001528484,0.00003106497,0.0003234881,0.00115922,0.00002475441],"category_scores_gemma":[0.0000371485,0.0004272034,0.0002495186,0.00001417802,0.0007606653,0.000002166826,0.0003176343,0.0002969924,0.00001390764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006433045,"about_ca_system_score_gemma":0.0001760161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001521342,"about_ca_topic_score_gemma":0.00002670641,"domain_scores_codex":[0.9979622,0.00001264622,0.000376297,0.0008655696,0.000154276,0.0006290387],"domain_scores_gemma":[0.9991059,0.00003333942,0.0001348428,0.0004707285,0.00004771085,0.0002074566],"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":[0.0004244076,0.00004964288,0.0002039376,0.0001722552,0.0001389711,0.000008179109,0.0000143984,2.187879e-8,0.9613922,0.0002360536,0.02384697,0.01351297],"study_design_scores_gemma":[0.0008363517,0.001180199,0.00005007103,0.00008314744,0.00005153167,0.00007038897,0.00003793167,0.000001589961,0.2362344,0.0001989297,0.7606187,0.0006366661],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4864088,0.02541525,0.001765748,0.0003748979,0.001575038,0.009102824,0.01167519,0.0002293858,0.4634529],"genre_scores_gemma":[0.09762558,0.0009171071,0.0008361985,0.0005541602,0.002188061,0.0001101611,0.006916216,0.0001563982,0.8906961],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7367718,"threshold_uncertainty_score":0.999818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455374374947508,"score_gpt":0.2465820527826319,"score_spread":0.2320283090331569,"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."}}