{"id":"W4411488395","doi":"10.1016/b978-0-443-21714-2.00006-7","title":"The development and commercialization of plant-based milk alternatives","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Commercialization; Business; Marketing","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":[0.00019729,0.0003672365,0.0001973989,0.0004243552,0.0001552095,0.001006483,0.0004040863,0.0005006326,0.005098507],"category_scores_gemma":[0.0001434742,0.0002004836,0.0003602011,0.0006415561,0.000296617,0.0008865074,0.0005838756,0.0009403949,0.001313524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007037256,"about_ca_system_score_gemma":0.0002554827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004826988,"about_ca_topic_score_gemma":0.001114955,"domain_scores_codex":[0.9999206,0.000008884485,0.000002851751,0.00001455558,0.00004097514,0.00001207043],"domain_scores_gemma":[0.9999739,0.00001111736,0.000003618742,0.000002496597,0.000005820445,0.000003031602],"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":[0.0001211564,0.0002249032,0.0002004428,0.001657295,0.00001811194,0.0003723297,0.0001766413,0.003208954,0.4013885,0.04361261,0.004699436,0.5443195],"study_design_scores_gemma":[0.00002399582,0.0004387849,0.001026669,0.0004533731,0.00003084972,0.0007631699,0.0001533906,0.003329801,0.2374496,0.0135162,0.7427935,0.00002061007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1861553,0.4780352,0.05137359,0.002973076,0.0007767213,0.0001420428,0.0006414147,0.0002518212,0.2796507],"genre_scores_gemma":[0.3692746,0.368302,0.05051333,0.0007098109,0.0001676574,0.0001228908,0.0007901501,0.0001269134,0.2099925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005098507,"threshold_uncertainty_score":0.01705623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380218254327891,"score_gpt":0.2113872233320045,"score_spread":0.1975850407887255,"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."}}