{"id":"W4386910132","doi":"10.1128/aem.00713-23","title":"Biofilm formation by heat-resistant dairy bacteria: multispecies biofilm model under static and dynamic conditions","year":2023,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Agriculture and Agri-Food Canada; Novalait; Université de Montréal; Dairy Farmers of Ontario","keywords":"Biofilm; Food spoilage; Bacillus licheniformis; Microbiology; Bacteria; Food science; Biology; Pseudomonas aeruginosa; Enterococcus faecalis; Dairy industry; Bacillus subtilis; Staphylococcus aureus","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":[0.0002483892,0.0005114304,0.0004174648,0.0003735249,0.0002765597,0.0004229955,0.0004850296,0.0006311781,0.0003664134],"category_scores_gemma":[0.000189193,0.0002321253,0.0005022879,0.0001934919,0.0002998921,0.0004548441,0.0003904168,0.0003535237,0.00008138643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004159729,"about_ca_system_score_gemma":0.0003006118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00319331,"about_ca_topic_score_gemma":0.001587923,"domain_scores_codex":[0.9998449,0.0000320668,0.00001082396,0.00003929128,0.00004214265,0.00003067274],"domain_scores_gemma":[0.9998512,0.00002914109,0.0000456456,0.00001465792,0.00003187044,0.00002746186],"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":[0.0002094377,0.0004013008,0.004837979,0.000221135,0.00008172553,0.0003217367,0.0001256783,0.1208289,0.8657148,0.003737338,0.0002152803,0.003304662],"study_design_scores_gemma":[0.00005583314,0.0009328998,0.007032721,0.00001707615,0.00004294733,0.0001534304,0.0001175732,0.9365849,0.05266754,0.00156011,0.0007944118,0.00004056388],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984078,0.0007462871,0.01400149,0.0001116532,0.00003054112,0.00004119422,0.0001291635,0.0000218462,0.0008398193],"genre_scores_gemma":[0.994552,0.0004418628,0.004184787,0.00002058528,0.000009256994,0.00004564855,0.00008319973,0.000003328776,0.0006592911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00319331,"threshold_uncertainty_score":0.006349444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008538196211602468,"score_gpt":0.1882814965137904,"score_spread":0.1797433003021879,"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."}}