{"id":"W6943668708","doi":"10.17632/gsjw4mn8gk","title":"BIOFILM DAIRY FOODS REVIEW: Microbial Community Tracking from Dairy Farm to Factory: Insights on Biofilm Management for Enhanced Food Safety and Quality","year":2025,"lang":"en","type":"dataset","venue":"Mendeley Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Guelph","funders":"","keywords":"Biofilm; Food safety; Quality (philosophy); Dairy industry; Tracking (education); Food quality; Food contaminant; Food microbiology","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":[0.007057824,0.00175853,0.004369185,0.01422414,0.0006780984,0.003291005,0.002185664,0.002302563,0.06882577],"category_scores_gemma":[0.04448288,0.0009233368,0.0071037,0.01920967,0.0004299259,0.002032127,0.003277533,0.001477693,0.009976639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003618994,"about_ca_system_score_gemma":0.01277168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02421437,"about_ca_topic_score_gemma":0.05763281,"domain_scores_codex":[0.9925135,0.001929854,0.003099642,0.0007182584,0.001407556,0.0003312062],"domain_scores_gemma":[0.9707685,0.01748744,0.004753416,0.0009812391,0.005646506,0.0003629453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004679365,0.00003126786,0.001113579,0.7852926,0.002665813,0.00007644429,0.0001995806,0.0002055022,0.0003207067,0.001384876,0.1574944,0.05074734],"study_design_scores_gemma":[0.0006603217,0.0001325716,0.01133723,0.4498973,0.00966612,0.0001361715,0.0003118815,0.0001228921,0.0004170243,0.00111451,0.5261162,0.00008773959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001964516,0.3358649,0.001308553,0.003938242,0.00110657,0.002515289,0.6437503,0.000263251,0.009288449],"genre_scores_gemma":[0.01872789,0.6328144,0.009634926,0.005186341,0.0006871764,0.01476177,0.3071547,0.0003660645,0.01066661],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.06882577,"threshold_uncertainty_score":0.2302451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261595858893644,"score_gpt":0.3651746533719361,"score_spread":0.2390150674825717,"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."}}