{"id":"W4410413953","doi":"10.1111/1541-4337.70179","title":"Emerging Trends and Application of Edible Coating as a Sustainable Solution for Postharvest Management in Stone Fruits: A Comprehensive Review","year":2025,"lang":"en","type":"review","venue":"Comprehensive Reviews in Food Science and Food Safety","topic":"Postharvest Quality and Shelf Life Management","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vineland Research and Innovation Centre; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Agri-Food Innovation Alliance","keywords":"Postharvest; Coating; Shelf life; Ripening; Organoleptic; Aroma; Moisture; Food science; Horticulture; Environmental science; Chemistry; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005851726,0.0007323833,0.001024102,0.00301069,0.0002712462,0.001227585,0.000652517,0.0008178522,0.003345812],"category_scores_gemma":[0.0007140661,0.0002639969,0.000893899,0.0022672,0.0002652356,0.001464638,0.000472669,0.0008362672,0.0006800499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003783758,"about_ca_system_score_gemma":0.001065482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127797,"about_ca_topic_score_gemma":0.001761528,"domain_scores_codex":[0.9997779,0.00002950254,0.00004201503,0.00005063178,0.00007752592,0.00002250372],"domain_scores_gemma":[0.9994585,0.0002779062,0.00009771479,0.00001138002,0.0001264624,0.00002806472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001197868,0.0001891558,0.0009411667,0.1052867,0.0002451492,0.0004775285,0.0002758096,0.0008472483,0.01472347,0.003626552,0.01384576,0.8594216],"study_design_scores_gemma":[0.00001266564,0.0004229946,0.003310211,0.01213928,0.0006099975,0.001484903,0.0002972195,0.0003795969,0.004407119,0.001282321,0.9756021,0.00005159195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007820239,0.9976522,0.0002344226,0.0001582603,0.0001114678,0.000009014009,0.00003869222,0.000009393903,0.001004466],"genre_scores_gemma":[0.00217076,0.996731,0.0003936504,0.0001156848,0.00008546387,0.000007359135,0.00005330569,0.000002214157,0.0004405603],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003345812,"threshold_uncertainty_score":0.01119286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07246450243398096,"score_gpt":0.3589780405368341,"score_spread":0.2865135381028532,"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."}}