{"id":"W2980138043","doi":"10.15376/biores.14.4.gowman","title":"Fruit waste valorization for biodegradable biocomposite applications: A review","year":2019,"lang":"en","type":"review","venue":"BioResources","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Discovery Centre","funders":"Ontario Ministry of Economic Development, Job Creation and Trade; Ministero dello Sviluppo Economico; Ministry of Agriculture, Food and Rural Affairs; Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Food spoilage; Bioplastic; Biocomposite; Food waste; Waste management; Value added; Materials science; Pulp and paper industry; Environmental science; Engineering; Composite material; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004121378,0.0006151151,0.001882452,0.0002566834,0.0002183925,0.0002291754,0.001175902,0.0003377684,0.0001145383],"category_scores_gemma":[0.00004842222,0.0004433833,0.0007130007,0.0006936951,0.00008113114,0.0001793013,0.000218477,0.000190333,0.001702678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242394,"about_ca_system_score_gemma":0.0001315535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001232792,"about_ca_topic_score_gemma":5.257376e-7,"domain_scores_codex":[0.9971783,0.0001321541,0.0009917833,0.0008356912,0.000378313,0.0004837804],"domain_scores_gemma":[0.9974386,0.0003950511,0.0009164041,0.0009712888,0.0001569225,0.0001217393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001026084,0.00003366101,4.447923e-7,0.2376662,0.00009754602,8.840472e-7,0.00001718519,0.0000049674,0.00186489,0.0008763634,0.008324158,0.7511035],"study_design_scores_gemma":[0.0001119677,0.00005852261,2.360032e-8,0.03624302,0.001040487,0.00001491464,0.000001872343,0.00001856359,0.001095995,0.00004064845,0.960839,0.0005349382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003548781,0.9898125,0.001523852,0.0000519254,0.0003130659,0.007335834,0.0004397752,0.0002325169,0.0002870039],"genre_scores_gemma":[4.906544e-7,0.9892181,0.004513179,0.0001843393,0.0004851046,0.00259012,0.001089783,0.00009508522,0.001823796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9525149,"threshold_uncertainty_score":0.9998018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.048620556470471,"score_gpt":0.3218885047697242,"score_spread":0.2732679482992532,"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."}}