{"id":"W4406143530","doi":"10.3168/jds.2024-25397","title":"Biofilm Formation in Dairy: A Food Safety Concern—Microbial community tracking from dairy farm to factory; Insights on biofilm management for enhanced food safety and quality","year":2025,"lang":"en","type":"review","venue":"Journal of Dairy Science","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Guelph","funders":"","keywords":"Milking; Biofilm; Biotechnology; Food safety; Automatic milking; Dairy industry; Environmental science; Biology; Food science; Lactation; Bacteria; Animal science","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":[0.0008169179,0.0007824562,0.0014633,0.002540536,0.0002678605,0.001355768,0.0006157089,0.001453601,0.001645525],"category_scores_gemma":[0.0009948389,0.0003141087,0.0007023705,0.001940596,0.0004647259,0.001177291,0.0006636717,0.00109971,0.0006226594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005120179,"about_ca_system_score_gemma":0.001604858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001762615,"about_ca_topic_score_gemma":0.002827466,"domain_scores_codex":[0.999611,0.0000738543,0.00005436417,0.00007639339,0.0001481622,0.00003633837],"domain_scores_gemma":[0.9993838,0.0003043429,0.0001027601,0.00001463571,0.0001622669,0.00003207237],"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":[0.00007054603,0.00007259802,0.0004783042,0.05841661,0.0001852516,0.0001744946,0.0001684105,0.0005059222,0.005941286,0.002659101,0.01057695,0.9207505],"study_design_scores_gemma":[0.00002057857,0.0003679835,0.005314358,0.02213214,0.0006305051,0.001906622,0.000458414,0.0003795729,0.003277234,0.002646919,0.9628021,0.0000636267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001909576,0.9991786,0.0001159935,0.0001663955,0.00008855785,0.000002824036,0.00001173779,0.000002698278,0.0002421391],"genre_scores_gemma":[0.001369919,0.9980453,0.000213886,0.00009069071,0.0000538058,0.000003814971,0.00001835207,9.112445e-7,0.0002032312],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002540536,"threshold_uncertainty_score":0.005504847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09439388621382601,"score_gpt":0.3253794622097394,"score_spread":0.2309855759959134,"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."}}