{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002895297,0.000321619,0.0003328108,0.0008177598,0.0006114545,0.0007933756,0.0002496994,0.0003835656,0.0004900925],"category_scores_gemma":[0.0002993006,0.0001810891,0.0002016961,0.0006844319,0.0002485114,0.0002547785,0.0003618822,0.0002054899,0.0001329319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008360656,"about_ca_system_score_gemma":0.0008239708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08627627,"about_ca_topic_score_gemma":0.1615149,"domain_scores_codex":[0.9996663,0.00002634042,0.00001937257,0.00008040346,0.0001375244,0.000070015],"domain_scores_gemma":[0.9997705,0.00001991798,0.00005792608,0.000005814335,0.0001108487,0.00003500312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001946619,0.00007511544,0.5858138,0.000214772,0.00004752518,0.0003465484,0.001142574,0.000118847,0.3992969,0.00004136867,0.0001774627,0.01253045],"study_design_scores_gemma":[0.000001790438,0.00006775215,0.9902941,0.00001550164,0.00001802421,0.000194883,0.001063309,0.0002585077,0.007594273,0.00001236122,0.0004734788,0.000006000673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9986065,0.0005686001,0.0001732874,0.0000381409,0.000002033653,0.00001187181,0.0002335763,0.000003694634,0.0003622952],"genre_scores_gemma":[0.9979149,0.0005494957,0.0007296604,0.00004182518,0.000003213155,0.00000947759,0.0003104124,0.000002258345,0.0004388773],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.08627627,"threshold_uncertainty_score":0.1715482,"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."}}