{"id":"W4403815467","doi":"10.1080/87559129.2024.2421227","title":"Atmospheric Freeze Drying (AFD): Fundamentals and Innovative Approaches","year":2024,"lang":"en","type":"article","venue":"Food Reviews International","topic":"Freezing and Crystallization Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Chemistry; Food science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001426343,0.0001208874,0.0001314851,0.00002814802,0.00003175509,0.0001435606,0.0001157579,0.00003574943,0.0002463645],"category_scores_gemma":[0.00004188503,0.0001041799,0.00003286212,0.0003194805,0.00003014709,0.0002214586,0.00003498647,0.0001069822,0.00007297532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005001115,"about_ca_system_score_gemma":0.00001192043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001356534,"about_ca_topic_score_gemma":0.000003997705,"domain_scores_codex":[0.9993601,0.00001266368,0.0002493221,0.000159827,0.0001217594,0.00009629159],"domain_scores_gemma":[0.9998139,0.00002886283,0.00002480512,0.00007067079,0.00003391778,0.00002783206],"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":[0.000008332479,0.00007281006,0.001710525,0.004213966,0.000922229,0.00001307731,0.002738382,0.004164708,0.00483392,0.1238742,0.07409944,0.7833484],"study_design_scores_gemma":[0.0001051739,0.00002738805,0.000122248,0.0005610561,0.00001422239,0.00002309815,0.0001047029,0.03162596,0.001095504,0.001461379,0.9646519,0.0002073957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07206442,0.5695575,0.2127313,0.001392563,0.005463704,0.0009730547,0.000149862,0.001832083,0.1358355],"genre_scores_gemma":[0.9889124,0.0058904,0.003769862,0.0001161971,0.0002261473,0.00008710231,0.00005924313,0.00003114046,0.0009074904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.916848,"threshold_uncertainty_score":0.4248333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04502916175489794,"score_gpt":0.2439037087592788,"score_spread":0.1988745470043809,"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."}}