{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","research_integrity"],"consensus_categories":["metaepi_narrow","open_science"],"category_scores_codex":[0.004369807,0.001918652,0.002982802,0.0008992933,0.001253093,0.0004025314,0.008108859,0.0008524617,0.0001553123],"category_scores_gemma":[0.001315131,0.001920469,0.0003263718,0.001075751,0.0002539295,0.0005672803,0.009444287,0.002454317,0.0002154973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009404029,"about_ca_system_score_gemma":0.0003243157,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002989264,"about_ca_topic_score_gemma":0.02046335,"domain_scores_codex":[0.9884832,0.003204279,0.002605974,0.003235943,0.001145266,0.001325341],"domain_scores_gemma":[0.9813517,0.001557669,0.001419793,0.01487868,0.0002677541,0.0005244553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001566277,0.0009311673,0.000001705888,0.009631149,0.001744422,0.000007932234,0.0001723037,0.000002047804,0.002177146,0.00007634671,0.9725448,0.01114474],"study_design_scores_gemma":[0.003258049,0.0006195279,0.0001420383,0.01049745,0.001648915,0.000001350622,0.0002661177,0.0000056132,0.002853455,0.0001031138,0.9787114,0.001892974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004988327,0.007558115,0.00127714,0.000263562,0.001316265,0.007366686,0.9811117,0.000308468,0.0002991984],"genre_scores_gemma":[0.0003707623,0.01577551,0.002636297,0.003906681,0.000332447,0.0004173749,0.9762437,0.0001801661,0.0001370498],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01747409,"threshold_uncertainty_score":0.9998471,"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."}}