{"id":"W4399303101","doi":"10.1016/j.psep.2024.06.005","title":"Application of coffee pulp-derived pectins as a novel coating spray to mitigate Paramyrothecium breviseta, an etiological agent inducing leaf spot disease in coffee","year":2024,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Coffee research and impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western Forest Products; University of British Columbia","funders":"Thailand Science Research and Innovation; Thailand Research Fund; Chiang Mai University","keywords":"Pectin; Pulp (tooth); Coating; Ammonium oxalate; Pulp and paper industry; Chitosan; Chemistry; Food science; Biotechnology; Biology; Organic chemistry","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":[0.0004105893,0.0001794736,0.0002501772,0.0001526142,0.0001198214,0.00003435514,0.00006004861,0.00008870019,0.00007875924],"category_scores_gemma":[0.0001704634,0.00015548,0.00005079188,0.0002507073,0.0001110406,0.000239386,0.00005683977,0.0003519378,0.0000235265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021983,"about_ca_system_score_gemma":0.00006344318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001518742,"about_ca_topic_score_gemma":0.00002352232,"domain_scores_codex":[0.9985194,0.00006647578,0.0003267857,0.0004866478,0.0003115952,0.0002891581],"domain_scores_gemma":[0.9993376,0.00003822548,0.00006722421,0.0001652276,0.00001218678,0.0003796028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003122953,0.0006500888,0.008234818,0.001304339,0.00003888858,0.00002669377,0.001716756,0.00234292,0.9068268,0.00004251688,0.000002038155,0.07569119],"study_design_scores_gemma":[0.003200424,0.003534031,0.7442583,0.001720059,0.0001505538,0.0002298655,0.001968427,0.1168778,0.1248608,0.0007641162,0.001771906,0.0006636839],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668168,0.0004045402,0.02889984,0.001440413,0.00002997671,0.002183824,0.0000423285,0.0000568921,0.0001253293],"genre_scores_gemma":[0.9990587,0.0001868714,0.00009090276,0.0001086766,0.00008535262,0.0003118848,0.0000901469,0.00002393609,0.00004357758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.781966,"threshold_uncertainty_score":0.634029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0299782328364929,"score_gpt":0.3028328808493911,"score_spread":0.2728546480128982,"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."}}