{"id":"W4413352883","doi":"10.1016/j.jfutfo.2025.08.001","title":"Step-down RH improves plums drying behavior, quality attributes, and 3E (energy, environmental, economic) equipment performance by changing its ultrastructure and water distribution","year":2025,"lang":"en","type":"article","venue":"Journal of Future Foods","topic":"Freezing and Crystallization Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Ultrastructure; Distribution (mathematics); Quality (philosophy); Energy (signal processing); Environmental economics; Environmental science; Chemistry; Materials science; Botany; Physics; Economics; Mathematics; Statistics; Biology","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":[0.0001038181,0.0002315336,0.0001710894,0.0001998709,0.0001500238,0.0001847504,0.0001323058,0.000155987,0.001655002],"category_scores_gemma":[0.0001587161,0.0001054762,0.0002253452,0.0001515938,0.0001338387,0.0003588301,0.0001744087,0.0004736958,0.0002704315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009825865,"about_ca_system_score_gemma":0.0001207212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007452857,"about_ca_topic_score_gemma":0.002217289,"domain_scores_codex":[0.9999409,0.000005427235,0.000003845338,0.00001483917,0.00002385632,0.00001122431],"domain_scores_gemma":[0.9999446,0.00001012431,0.00001420677,0.000006815228,0.0000145519,0.000009753541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004609101,0.00002332847,0.0002931926,0.00008912983,0.000005685948,0.00004309646,0.0000228184,0.0001176832,0.9950733,0.00005298818,0.0000682898,0.004164335],"study_design_scores_gemma":[0.000005250764,0.0001657975,0.01024357,0.000008877432,0.00001932438,0.0001219705,0.00003713075,0.001251648,0.9857854,0.00005008233,0.002301312,0.000009732886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895844,0.001703142,0.005442942,0.00009049932,0.00002459411,0.00002417428,0.0002381781,0.0002086537,0.002683531],"genre_scores_gemma":[0.9908239,0.001088157,0.004767172,0.00006093725,0.000007417852,0.00001674437,0.0002412592,0.00006682392,0.002927652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001655002,"threshold_uncertainty_score":0.005536556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004344883612812312,"score_gpt":0.2011643981088242,"score_spread":0.1968195144960119,"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."}}