{"id":"W4402705460","doi":"10.1016/j.jobab.2024.09.002","title":"Cavitation as a zero-waste circular economy process to convert citrus processing waste into biopolymers in high demand","year":2024,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zero waste; Circular economy; Waste management; Process (computing); Food waste; Cavitation; Zero emission; Environmental science; Zero (linguistics); Engineering; Ecology; Computer science; Mechanics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007721105,0.0002242087,0.0003618654,0.0006422077,0.000127057,0.0005252042,0.0002465886,0.00007932294,0.00001988241],"category_scores_gemma":[0.00005100464,0.0001763318,0.00005971922,0.0006827094,0.0001195264,0.0006483512,0.00006867488,0.0001800454,0.00002161339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007914247,"about_ca_system_score_gemma":0.0001463473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001304579,"about_ca_topic_score_gemma":0.000007479353,"domain_scores_codex":[0.9982795,0.00005089177,0.0006056783,0.0004416113,0.0002943646,0.0003280143],"domain_scores_gemma":[0.9991967,0.00002778725,0.0002675956,0.0001426297,0.0001616149,0.0002036376],"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":[0.0001287334,0.00003783891,0.001011307,0.0007966127,0.000023534,0.0001341151,0.007648565,0.000217399,0.9840499,0.00003618963,0.00008076867,0.00583502],"study_design_scores_gemma":[0.0004759484,0.0003880817,0.0002024941,0.001040183,0.00006005932,0.0004053966,0.002389756,0.0002739561,0.9912857,0.001289349,0.001898981,0.0002900396],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892523,0.007324859,0.0000948798,0.002522517,0.0004661536,0.000243532,0.000004552689,0.00002768333,0.00006357674],"genre_scores_gemma":[0.9985142,0.00003769406,0.0007301798,0.0002030741,0.0004082951,0.000005604672,0.000002405386,0.00002788446,0.00007061984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009261996,"threshold_uncertainty_score":0.7190601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005951719391707654,"score_gpt":0.2427453164176329,"score_spread":0.2367935970259252,"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."}}