{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008407029,0.0001378,0.0003442846,0.0002352232,0.0001006004,0.00005643415,0.0003498414,0.0001054569,0.0001497429],"category_scores_gemma":[0.0004085668,0.0001116474,0.00006383746,0.0003469146,0.0001747328,0.00006126014,0.00007795824,0.0002648224,0.000006948663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001071458,"about_ca_system_score_gemma":0.00008198339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001130635,"about_ca_topic_score_gemma":0.0001446281,"domain_scores_codex":[0.9985795,0.00005788543,0.0004278377,0.0003892382,0.000304447,0.0002410893],"domain_scores_gemma":[0.9988726,0.0003480337,0.0001389527,0.0002604994,0.0003311336,0.00004878384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001611757,0.004688114,0.08086225,0.01124059,0.003159057,0.0000112654,0.0006133761,0.0000501783,0.00954299,0.5652315,0.05207452,0.2709144],"study_design_scores_gemma":[0.005102975,0.0003252957,0.005636007,0.0008316403,0.0003511151,0.0000121588,0.000769969,0.0007052601,0.01017029,0.0213204,0.9541993,0.000575623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01558216,0.6608141,0.150024,0.03486256,0.0007486693,0.005710483,0.001123367,0.000252812,0.1308819],"genre_scores_gemma":[0.9667715,0.02434056,0.003519257,0.0001874954,0.0005500015,0.002607442,0.0001358945,0.00001740624,0.001870457],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9511893,"threshold_uncertainty_score":0.4552847,"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."}}