{"id":"W2087910187","doi":"10.1016/s0963-9969(03)00002-4","title":"Pectins and their Manipulation","year":2003,"lang":"en","type":"article","venue":"Food Research International","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chemistry; Computational biology; 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":[0.0004331714,0.00004251125,0.00003756893,0.00001736948,0.0001324942,0.00007687762,0.0001138275,0.00003214198,0.0008582403],"category_scores_gemma":[0.0001090157,0.00001487941,0.00001996512,0.00009443698,0.0000269114,0.00006859849,0.00003494658,0.0001123015,0.00003576285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001529099,"about_ca_system_score_gemma":0.000004788081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007994528,"about_ca_topic_score_gemma":0.0002897636,"domain_scores_codex":[0.9993802,0.00007175323,0.00006625657,0.0001291647,0.0002003751,0.0001522458],"domain_scores_gemma":[0.9996233,0.0002126972,0.00001426225,0.000018723,0.00007508571,0.00005594339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004431077,0.0001421087,0.02927444,0.000004736911,0.00006461115,0.000006204081,0.0002691191,0.000003990418,0.7729245,0.1120728,0.004654483,0.0805387],"study_design_scores_gemma":[0.0002421361,0.0006486069,0.1986734,0.00002346131,0.000001622754,0.00007856733,0.0007931633,0.0008070344,0.04359421,0.03603923,0.7188749,0.0002236239],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756306,0.00009989204,0.000005522527,0.001003317,0.0001426389,0.00006626339,0.00004146545,0.00001435013,0.02299592],"genre_scores_gemma":[0.9986766,0.00005843802,0.00002383067,0.00003936606,0.0001542222,0.000005360748,0.00003080818,3.334008e-7,0.001011048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7293303,"threshold_uncertainty_score":0.9397129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1211815824447685,"score_gpt":0.3037150934846558,"score_spread":0.1825335110398873,"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."}}