{"id":"W4402978534","doi":"10.1016/j.heliyon.2024.e38735","title":"A spectroscopy-based proof-of-concept (POC) for developing loading of pathogen analyzer (LOPA) for dairy products","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Indian National Academy of Engineering; S. N. Bose National Centre for Basic Sciences","keywords":"Proof of concept; Spectrum analyzer; Engineering; Nanotechnology; Biochemical engineering; Computer science; Materials science; Electrical engineering; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0002695273,0.0001670572,0.0002333266,0.00007253776,0.00004239303,0.00001662507,0.0001812321,0.0001269516,0.000004341596],"category_scores_gemma":[0.0001470851,0.00015858,0.0001512642,0.0001607235,0.00006651103,0.000005729152,0.00007535488,0.0000386573,5.479612e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000376755,"about_ca_system_score_gemma":0.0004214661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.984709e-7,"about_ca_topic_score_gemma":0.000004056708,"domain_scores_codex":[0.9987972,0.00002774046,0.0003645097,0.0004581063,0.00009926171,0.0002532017],"domain_scores_gemma":[0.9992692,0.00003672669,0.0001140087,0.0003472044,0.0002013966,0.000031429],"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":[0.0002616064,0.00002827629,0.0001343979,0.002857843,0.00009406523,0.000001022938,0.00009343223,0.00007729849,0.9935662,0.0003083821,0.0002574514,0.002320008],"study_design_scores_gemma":[0.0004378269,0.0004881058,0.00004691694,0.0003718596,0.00006081849,0.000003321456,0.00002498339,0.0002361618,0.9750609,0.0001363782,0.02294568,0.000186984],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.596165,0.01832591,0.380961,0.0005268208,0.001100725,0.002080808,0.0006221354,0.00004217815,0.0001754393],"genre_scores_gemma":[0.9211087,0.0000525955,0.0774376,0.0001172154,0.0004741377,0.0002160673,0.0004089475,0.00005854714,0.0001262517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3249436,"threshold_uncertainty_score":0.6466706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06239817493291292,"score_gpt":0.3360064349257141,"score_spread":0.2736082599928011,"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."}}