{"id":"W4411540250","doi":"10.1080/87559129.2025.2520456","title":"Smart Quality Control in Logistics for Fresh Edible Nuts/Fruits with Rich Lipid: Research Progress, Challenges and Potential Applications ","year":2025,"lang":"en","type":"article","venue":"Food Reviews International","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fundamental Research Funds for the Central Universities; National Key Research and Development Program of China","keywords":"Quality (philosophy); Biotechnology; Food science; Lipid oxidation; Business; Biology; Biochemistry","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":[0.001101155,0.0008638704,0.0007785603,0.00103622,0.0004016359,0.001593816,0.0006442895,0.001062101,0.00102227],"category_scores_gemma":[0.0008069574,0.0003745051,0.0007812134,0.0008426427,0.0006412572,0.00237057,0.0008722753,0.001196935,0.0005308317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006588575,"about_ca_system_score_gemma":0.0005304349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007153387,"about_ca_topic_score_gemma":0.0008936633,"domain_scores_codex":[0.9992511,0.00009595214,0.00003598535,0.0001918894,0.0003627884,0.00006226706],"domain_scores_gemma":[0.9994356,0.0001635594,0.0001342122,0.00003887727,0.0001949868,0.00003269588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000299457,0.0001537156,0.004619393,0.005180233,0.0001825572,0.0004406954,0.0003479862,0.004319262,0.6494749,0.01624691,0.004976782,0.3137581],"study_design_scores_gemma":[0.00003268266,0.0008267481,0.00640075,0.0007055582,0.0002748666,0.001195244,0.0006595381,0.03508377,0.7779887,0.01227969,0.1643393,0.000213121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2005269,0.4451865,0.3218156,0.006303885,0.001304755,0.0002345337,0.0005627139,0.001100904,0.02296409],"genre_scores_gemma":[0.6102584,0.2456731,0.1305402,0.001936611,0.0007141617,0.0001428957,0.0005094303,0.000203524,0.01002166],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001593816,"threshold_uncertainty_score":0.005823493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150930105061347,"score_gpt":0.4291000292478164,"score_spread":0.3140070187416818,"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."}}