{"id":"W4381302330","doi":"10.2139/ssrn.4455131","title":"Quantitative Microbial Spoilage Risk Assessment of Aspergillus Niger in White Bread Supply Chain","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Aspergillus niger; Food spoilage; Aspergillus; Food science; Supply chain; Business; Biology; Microbiology; Bacteria; Marketing","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":[0.0004308915,0.0005472262,0.0002760434,0.0007848492,0.0001650623,0.0008761086,0.0002222951,0.0004125344,0.0004101232],"category_scores_gemma":[0.0008323392,0.0001437707,0.0003925573,0.0004243731,0.0001778647,0.0004056211,0.0003731129,0.0002019732,0.000107289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002978701,"about_ca_system_score_gemma":0.0001709885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004508808,"about_ca_topic_score_gemma":0.002028615,"domain_scores_codex":[0.9996221,0.00007791094,0.00001927537,0.0000984295,0.0001351829,0.00004712361],"domain_scores_gemma":[0.9994367,0.0002072344,0.0001476933,0.00003163314,0.0001445919,0.00003205615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002010694,0.0006051851,0.4194633,0.0002910755,0.0003537316,0.0009750826,0.0003188328,0.281146,0.2343875,0.00131082,0.0002842877,0.05885339],"study_design_scores_gemma":[0.00001808239,0.001544799,0.2054452,0.00002244376,0.0001434887,0.0002263903,0.0004405779,0.7337415,0.05668955,0.001400922,0.0002851436,0.00004181494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930701,0.00007265122,0.006379519,0.00001172096,0.000002062183,0.00001040902,0.0001166468,0.00002034572,0.0003166935],"genre_scores_gemma":[0.9989121,0.00002758372,0.0007291887,0.000001717307,8.610189e-7,0.000003354126,0.00009146892,0.000001404598,0.0002323082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004508808,"threshold_uncertainty_score":0.008965075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016306952484588,"score_gpt":0.2682492917806734,"score_spread":0.2480862222558275,"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."}}