{"id":"W4416806393","doi":"10.1016/b978-0-443-33955-4.00018-8","title":"Plant-based protein meat analogs and fish alternatives","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Proteins in Food Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Fish <Actinopterygii>; Flavor; Plant protein; Fish Proteins; Texture (cosmology); Fish products","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":[0.00007497417,0.0003114467,0.0001305946,0.0002866862,0.00009352723,0.0003352955,0.0002227198,0.0003447082,0.01199343],"category_scores_gemma":[0.00003181593,0.00008871801,0.0001277398,0.000316007,0.0001572003,0.0004636341,0.0002048279,0.0004123022,0.002594489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002068699,"about_ca_system_score_gemma":0.00007016596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003781862,"about_ca_topic_score_gemma":0.0007769327,"domain_scores_codex":[0.9999816,0.000002008808,6.969374e-7,0.000005056968,0.000007728992,0.000002863202],"domain_scores_gemma":[0.9999928,0.000002638127,0.0000016981,5.260488e-7,9.95583e-7,0.000001307428],"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":[0.0004326822,0.0003272177,0.0001155301,0.001604848,0.00002078012,0.0004750241,0.00009829439,0.002624958,0.4012108,0.03669919,0.01714851,0.5392421],"study_design_scores_gemma":[0.00003072026,0.0007764796,0.001006504,0.0002162619,0.00002239293,0.000886453,0.00009009773,0.001418137,0.1101383,0.006960879,0.878436,0.00001774888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1167856,0.3388704,0.01647366,0.001270754,0.001002704,0.00006631509,0.0007521026,0.0002984605,0.52448],"genre_scores_gemma":[0.2630789,0.230185,0.01202355,0.0008778549,0.000247945,0.00007048824,0.000815039,0.00007818068,0.4926231],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01199343,"threshold_uncertainty_score":0.04012203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224989179375067,"score_gpt":0.2193358667693787,"score_spread":0.196836948831872,"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."}}