{"id":"W4312221542","doi":"10.1016/j.foodres.2022.112343","title":"Roles of physical fields in the extraction of pectin from plant food wastes and byproducts: A systematic review","year":2022,"lang":"en","type":"review","venue":"Food Research International","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Pectin; Middle lamella; Biochemical engineering; Extraction (chemistry); Process engineering; Yield (engineering); Computer science; Quality (philosophy); Food processing; Pulp and paper industry; Biotechnology; Agricultural engineering; Materials science; Chemistry; Engineering; Cell wall; Food science; Chromatography; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001415365,0.0001197591,0.0007032941,0.00004906731,0.00005246672,0.00002966329,0.0006464571,0.00006163718,0.0002458429],"category_scores_gemma":[0.0006139958,0.00003853034,0.000173535,0.0002857411,0.00004327706,0.00004838947,0.0001569349,0.0004767966,0.000002660716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002656387,"about_ca_system_score_gemma":0.00002712092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001857071,"about_ca_topic_score_gemma":0.0004896439,"domain_scores_codex":[0.9976407,0.0007457077,0.0004721138,0.0002361831,0.0007641499,0.0001411682],"domain_scores_gemma":[0.9960876,0.003446685,0.0002943102,0.00008733536,0.00005833252,0.00002576094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009134951,0.001773228,0.00001771496,0.6003148,0.001125548,0.00002905511,0.001208503,5.639073e-7,0.001595449,0.003095846,0.002286537,0.3884614],"study_design_scores_gemma":[0.0002581918,0.003554118,0.00008385174,0.3963309,0.0005130427,0.0001188214,0.001563803,0.0001192944,0.0001415448,0.001769758,0.5951172,0.0004294374],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006508682,0.9902567,1.044872e-7,0.0003185674,0.00007302092,0.0008733859,0.001798113,0.000003523432,0.0001679482],"genre_scores_gemma":[0.02179462,0.9773322,0.000002408501,0.00001255707,0.0001684521,0.0001649185,0.0004871486,0.000001047957,0.00003662053],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5928307,"threshold_uncertainty_score":0.2691808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1594157954905857,"score_gpt":0.3721370416143601,"score_spread":0.2127212461237744,"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."}}