{"id":"W2323841923","doi":"10.1142/9789812811158_0065","title":"BIOLUMINESCENCE AS A TOOL TO ASSIST IN THE DEVELOPMENT OF BIOSORBENTS FOR FOOD-BORNE BACTERIAL PATHOGENS","year":2001,"lang":"en","type":"article","venue":"","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Bioluminescence; Computer science; Biology; Ecology","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":[0.00145485,0.001092107,0.0005891852,0.0009815795,0.00050681,0.001180633,0.0008508259,0.001013542,0.001721453],"category_scores_gemma":[0.001273538,0.0005956162,0.0006109044,0.0004198376,0.0007706885,0.001141005,0.0007907553,0.002157494,0.001649976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003973,"about_ca_system_score_gemma":0.0006071054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003394879,"about_ca_topic_score_gemma":0.0004847387,"domain_scores_codex":[0.9993524,0.0002633894,0.00002408721,0.00007369533,0.0002100687,0.00007638631],"domain_scores_gemma":[0.9993849,0.0002808366,0.00007051022,0.00004375467,0.0001228979,0.0000969968],"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":[0.00007457044,0.00002971751,0.00009856139,0.0001310504,0.000006239022,0.00004275997,0.00003044584,0.0001041611,0.9916303,0.000900076,0.0004212244,0.00653079],"study_design_scores_gemma":[0.00001766119,0.0001686585,0.0003728463,0.00002250047,0.0000157275,0.0003182389,0.00002621163,0.001423119,0.9858932,0.0003566455,0.01136748,0.00001766301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2081629,0.01527574,0.7577235,0.004345448,0.0008490806,0.0003508378,0.001238091,0.003640082,0.008414328],"genre_scores_gemma":[0.4823193,0.01242346,0.4788742,0.001574071,0.0002350577,0.0005321375,0.002049675,0.0004895968,0.02150257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001721453,"threshold_uncertainty_score":0.007694066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02664949159273886,"score_gpt":0.3033470811658116,"score_spread":0.2766975895730728,"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."}}