{"id":"W4389285623","doi":"10.1016/j.fm.2023.104443","title":"Quantitative microbial spoilage risk assessment of Aspergillus niger in white bread reveal that retail storage temperature and mold contamination during factory cooling are the main factors to influence spoilage","year":2023,"lang":"en","type":"article","venue":"Food Microbiology","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Food spoilage; Mold; Contamination; Food science; Aspergillus niger; Environmental science; Food safety; Toxicology; Biology; Botany; Ecology","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"],"consensus_categories":[],"category_scores_codex":[0.0005326582,0.0003162967,0.0004078929,0.0001760344,0.0001586711,0.0000295419,0.0003280406,0.0003825738,0.000007503425],"category_scores_gemma":[0.0001761192,0.0002596696,0.000110118,0.0002742627,0.0002166597,0.00001818939,0.000488358,0.0003045496,0.000003242993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000992515,"about_ca_system_score_gemma":0.00008117398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004007246,"about_ca_topic_score_gemma":0.0008405045,"domain_scores_codex":[0.9979917,0.0004644542,0.0004211227,0.0006236384,0.00007373065,0.0004253418],"domain_scores_gemma":[0.9989614,0.00008974039,0.0003223805,0.0004488376,0.0001114765,0.00006611399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002806725,0.00002376939,0.1445483,0.00005433503,0.00008617339,0.00001321408,0.0007528702,0.000736331,0.8533992,0.00001079004,0.00007289612,0.00002150459],"study_design_scores_gemma":[0.0006800133,0.0004672745,0.571726,0.00006570292,0.00002319813,0.00003287082,0.001495472,0.000004628317,0.4249276,0.000004277946,0.0003173279,0.0002556675],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971976,0.00030794,0.00004434622,0.0001257561,0.0002979883,0.0005505348,0.001433188,0.00002221309,0.00002047106],"genre_scores_gemma":[0.9988177,0.0001346561,0.0001943849,0.0001349407,0.00004629903,0.00002785474,0.0004159696,0.00003801657,0.0001901857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4284716,"threshold_uncertainty_score":0.9999856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03215108519955407,"score_gpt":0.2876006754415341,"score_spread":0.2554495902419801,"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."}}