{"id":"W4384559718","doi":"10.21203/rs.3.pex-2210/v1","title":"A protocol to enumerate total and viable bacterial cells using QUANTOM Tx ™ Microbial Cell Counter","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Food Inspection Agency","funders":"Canadian Food Inspection Agency","keywords":"Campylobacter jejuni; Listeria monocytogenes; Enumeration; Microbiology; Biology; Bacteria; Listeria; Cell counting; Escherichia coli; Cell; Genetics; Mathematics; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001716884,0.003516182,0.002265064,0.004407731,0.001887845,0.001085768,0.003099959,0.001777199,0.04489885],"category_scores_gemma":[0.001707784,0.002206654,0.001720284,0.002546231,0.001075954,0.001072156,0.001586118,0.004413387,0.05013626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005841024,"about_ca_system_score_gemma":0.001443103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007731495,"about_ca_topic_score_gemma":0.001774835,"domain_scores_codex":[0.9974311,0.0004179472,0.0003468508,0.0006228648,0.0008106005,0.0003706393],"domain_scores_gemma":[0.9988294,0.0002574623,0.00005559549,0.0004325092,0.0003206836,0.000104399],"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":[0.000651288,0.0005941967,0.001142063,0.001360232,0.0001381511,0.0004147612,0.0002706258,0.0009948758,0.8698072,0.006622601,0.04829162,0.06971238],"study_design_scores_gemma":[0.0002215358,0.0008716115,0.00396842,0.0002867958,0.0002656929,0.001069979,0.00007539662,0.004409408,0.7137328,0.00409145,0.2708088,0.0001980185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.02156899,0.002383353,0.8841364,0.0006949158,0.001410712,0.01130024,0.03377765,0.01998405,0.02474366],"genre_scores_gemma":[0.02172008,0.00240957,0.7790288,0.001030119,0.0003048654,0.03655928,0.07879601,0.002721076,0.07743015],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.04489885,"threshold_uncertainty_score":0.1502016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1906278072205947,"score_gpt":0.4493872315037489,"score_spread":0.2587594242831542,"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."}}