{"id":"W4307548857","doi":"10.3390/foods11213347","title":"Artificial Neural Network Assisted Multiobjective Optimization of Postharvest Blanching and Drying of Blueberries","year":2022,"lang":"en","type":"article","venue":"Foods","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Natural Science Foundation of China","keywords":"Blanching; Postharvest; Food science; Artificial neural network; Chemistry; Computer science; Botany; Biology; Artificial intelligence","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":[0.0006556467,0.001023524,0.000689064,0.0003896204,0.0002102346,0.0005481001,0.0005024857,0.0007189761,0.0006746703],"category_scores_gemma":[0.0005208752,0.0003974895,0.0005520491,0.0003457349,0.000207989,0.0003760483,0.0003191738,0.000526703,0.000108138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004538865,"about_ca_system_score_gemma":0.000620021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003954588,"about_ca_topic_score_gemma":0.005991148,"domain_scores_codex":[0.9998375,0.00003444599,0.000009185367,0.00004615339,0.00004551444,0.0000271178],"domain_scores_gemma":[0.9998041,0.00009803743,0.00003536963,0.000007317858,0.00004400549,0.00001115868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008777932,0.0001270523,0.0009009014,0.0001676862,0.00004148874,0.00006329428,0.00002312925,0.9639121,0.01483876,0.0002227381,0.0001289544,0.01948609],"study_design_scores_gemma":[0.000007680985,0.0000943825,0.0005921291,0.000005158737,0.00001402183,0.000006884238,0.000008785758,0.9964769,0.002522403,0.00008076582,0.0001866172,0.000004273351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7048445,0.002107714,0.2854556,0.000125552,0.00007494191,0.0001354871,0.0001255019,0.0003316998,0.006799082],"genre_scores_gemma":[0.9472798,0.0004257592,0.04977201,0.00005236736,0.000007734757,0.0001224819,0.0001057291,0.00002893931,0.00220521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003954588,"threshold_uncertainty_score":0.007863164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993652095721988,"score_gpt":0.264493930379735,"score_spread":0.2445574094225151,"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."}}