{"id":"W4412465187","doi":"10.3168/jds.2024-26016","title":"Biofilm Formation in Dairy: A Food Safety Concern—Insights into the prevalence of Pseudomonadota and yeasts on milking system surface biofilms","year":2025,"lang":"en","type":"review","venue":"Journal of Dairy Science","topic":"Enterobacteriaceae and Cronobacter Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Saint Hyacinthe; University of Guelph; Université Laval","funders":"Agriculture and Agri-Food Canada; Université Laval; Novalait; Université de Montréal; Dairy Farmers of Ontario; Dairy Farmers of Canada","keywords":"Milking; Biofilm; Microbiology; Biology; Food science; Animal science; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001101702,0.0002122882,0.0005578537,0.0002375332,0.000129702,0.0000756868,0.0009536589,0.000142006,0.000001843668],"category_scores_gemma":[0.0001392853,0.0001301667,0.0001639976,0.0005122253,0.000376328,0.00004502377,0.0003158349,0.0002972225,0.000001023218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123271,"about_ca_system_score_gemma":0.0006911103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009662961,"about_ca_topic_score_gemma":0.00002089508,"domain_scores_codex":[0.9979739,0.0002614973,0.0007699464,0.0003062457,0.0004466718,0.0002417237],"domain_scores_gemma":[0.9985134,0.00007744844,0.0007364631,0.0003944058,0.0001914992,0.00008676545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008917091,0.0004204672,0.002263909,0.1416524,0.000476217,0.0000832323,0.00339336,0.000117981,0.1462016,0.0007990578,0.0005001795,0.7031999],"study_design_scores_gemma":[0.004762766,0.008843848,0.005153088,0.2548803,0.001053623,0.001936905,0.003140749,0.0003759175,0.0769814,0.00006307387,0.6407764,0.002031882],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2379221,0.7611856,0.00005808717,0.00003182755,0.0002484264,0.0003724534,0.00002956034,0.000002008148,0.000149897],"genre_scores_gemma":[0.2342146,0.7655101,0.0001206495,0.00001392496,0.00005717414,0.000003830712,0.000005479154,0.000007627139,0.00006660559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7011681,"threshold_uncertainty_score":0.5308045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02717211803643512,"score_gpt":0.3142783590990991,"score_spread":0.287106241062664,"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."}}