{"id":"W4318776593","doi":"10.3390/polym15030745","title":"Extraction and Characterization of Cocoa Bean Shell Cell Wall Polysaccharides","year":2023,"lang":"en","type":"article","venue":"Polymers","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Polysaccharide; Cell wall; Extraction (chemistry); Characterization (materials science); Shell (structure); Chemistry; Materials science; Botany; Chromatography; Composite material; Biology; Nanotechnology; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00006529631,0.00007413221,0.00008733946,0.00003568813,0.000117203,0.00002474637,0.00008308182,0.00004420878,0.0002645081],"category_scores_gemma":[0.0000032337,0.0000366529,0.00003480104,0.0004871278,0.00004059973,0.0001114393,0.0000218515,0.00004173391,0.00005605867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006378962,"about_ca_system_score_gemma":0.00000377676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001356712,"about_ca_topic_score_gemma":0.00001169335,"domain_scores_codex":[0.9994412,0.00001703366,0.0001490396,0.0001564795,0.00009806919,0.0001381421],"domain_scores_gemma":[0.9997302,0.00004957467,0.00008974913,0.00003865916,0.00002229681,0.00006950881],"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":[0.000005243825,0.00002575554,0.001600517,0.000004361803,0.000002825808,3.111451e-7,0.00006141496,3.295293e-7,0.9720758,0.0002433774,0.00004363215,0.02593648],"study_design_scores_gemma":[0.00009849172,0.0000585186,0.2408064,0.00001279909,0.00001376364,0.000003149034,0.0002840063,0.0004130714,0.7528797,0.0001426309,0.005146141,0.0001412581],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968661,0.00004658369,0.0000110152,0.002050136,0.00005070416,0.0001118374,0.00005127506,0.0001055515,0.0007067815],"genre_scores_gemma":[0.9985923,0.0001267868,0.00001674349,0.0001535831,0.00005129909,0.00001683051,0.0001470698,0.000001043984,0.0008943817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2392059,"threshold_uncertainty_score":0.2896178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01711067771334698,"score_gpt":0.2320918534783217,"score_spread":0.2149811757649747,"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."}}