{"id":"W4385719196","doi":"10.1016/j.ifset.2023.103450","title":"Comparison of air freezing, liquid immersion freezing and pressure shift freezing on freezing time and quality of snakehead (Channa Argus) fillets","year":2023,"lang":"en","type":"article","venue":"Innovative Food Science & Emerging Technologies","topic":"Meat and Animal Product Quality","field":"Agricultural and Biological Sciences","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Snakehead; Immersion (mathematics); Freezing behavior; Congelation; Chemistry; Freezing point; Ice crystals; Food science; Fishery; Fish <Actinopterygii>; Meteorology; Biology; Mathematics; Thermodynamics","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":[0.002849631,0.0003339151,0.0007015647,0.0003050387,0.0006967357,0.00005684873,0.0008926528,0.000212382,0.0000194547],"category_scores_gemma":[0.001613181,0.0001730507,0.00006877344,0.004654801,0.001915947,0.0004570469,0.001103466,0.000436797,0.000005399802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000258333,"about_ca_system_score_gemma":0.00002800838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003233155,"about_ca_topic_score_gemma":0.00008756644,"domain_scores_codex":[0.9966934,0.0001271968,0.0008467762,0.0009198966,0.0007728243,0.0006398744],"domain_scores_gemma":[0.9981157,0.0004453214,0.0006918915,0.0002801532,0.0004059227,0.00006102661],"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":[0.00007922638,0.00007146034,0.01853606,0.00008258745,0.0000251216,6.59968e-7,0.0007902807,0.00002269428,0.9627432,0.006307594,0.0001485523,0.01119252],"study_design_scores_gemma":[0.0001954226,0.002104367,0.06669824,0.0003337628,0.0000118745,8.96673e-7,0.007775921,0.000403346,0.9195771,0.002081506,0.0004165365,0.0004010501],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945008,0.0007335876,0.00001407041,0.003314553,0.0001150818,0.0003496017,0.000108195,0.0005497682,0.0003143194],"genre_scores_gemma":[0.9995939,0.00003876343,0.0002270006,0.00003739135,0.00004152108,0.00001339022,0.00001715682,0.000003700899,0.00002723569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04816218,"threshold_uncertainty_score":0.7059386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09435347245267914,"score_gpt":0.3371665232929618,"score_spread":0.2428130508402827,"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."}}