{"meta":{"query_hash":"8fe983d9cef3","filters":{"venue":"Polymers from Renewable Resources"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/8fe983d9cef3","api":"https://metacan.xera.ac/api/v1/cohort?venue=Polymers+from+Renewable+Resources"},"results":[{"id":"W2891337544","doi":"10.1177/204124791500600303","title":"Production and Characterization of Gelatin-Starch Polymer Matrix Reinforced with Cellulose Fibers","year":2015,"lang":"en","type":"article","venue":"Polymers from Renewable Resources","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre de Géomatique du Québec; Université Laval","funders":"Consejo Nacional de Ciencia y Tecnología; Université du Québec à Trois-Rivières","keywords":"Gelatin; Cellulose; Starch; Materials science; Extrusion; Composite material; Thermogravimetric analysis; Polymer; Compression molding; Chemical engineering; Polymer chemistry; Chemistry; Food science; Organic chemistry; Mold","score_opus":0.019057448144438625,"score_gpt":0.2128274081799143,"score_spread":0.19376996003547567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891337544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895844,0.00055891013,0.008322083,0.000018510827,0.00001612881,0.000033574797,0.00021799991,0.000050765902,0.0011975563],"genre_scores_gemma":[0.9860554,0.0004276408,0.011468156,0.000012221988,0.0000040817836,0.000033637418,0.00027290767,0.00003487223,0.0016910804],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999505,0.0000046143623,0.0000049421574,0.000013130236,0.000016856984,0.000010028434],"domain_scores_gemma":[0.99985576,0.0000306183,0.00004295988,0.000012432081,0.000028218928,0.000029995523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012557306,0.00028317352,0.00012344906,0.00021522668,0.00007243461,0.0001628907,0.00008854526,0.00015934298,0.0006278196],"category_scores_gemma":[0.00020047417,0.00010853428,0.00017414686,0.00018530773,0.00009086632,0.00016794489,0.00009062481,0.0002276043,0.00016024972],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062750323,0.0000037171562,0.000033644876,0.000009235248,8.343354e-7,0.000020537182,0.0000041410335,0.000034546825,0.9995209,0.000009932648,0.000002045135,0.00035414362],"study_design_scores_gemma":[0.0000022372317,0.00010317646,0.0017624381,0.0000032252624,0.0000063410685,0.000060427756,0.0000080363525,0.00036566347,0.99714285,0.000008678819,0.00053455395,0.0000023739922],"about_ca_topic_score_codex":0.00037943124,"about_ca_topic_score_gemma":0.0006808421,"teacher_disagreement_score":0.0006278196,"about_ca_system_score_codex":0.00008009465,"about_ca_system_score_gemma":0.00008762449,"threshold_uncertainty_score":0.0021002293},"labels":[],"label_agreement":null},{"id":"W2891626423","doi":"10.1177/204124791700800101","title":"Biomass Utilisation Strategies for Applications in Novel Polymer and Polymer Resin Production","year":2017,"lang":"en","type":"article","venue":"Polymers from Renewable Resources","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Toronto Metropolitan University; Xerox (Canada)","funders":"Mitacs","keywords":"Monomer; Polymerization; Polymer; Eugenol; Vanillin; Succinic acid; Polymer chemistry; Materials science; Chemistry; Biomass (ecology); Organic chemistry; Chemical engineering","score_opus":0.03675221441943889,"score_gpt":0.25666513655514767,"score_spread":0.2199129221357088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891626423","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80944204,0.023762261,0.120307244,0.0006673627,0.0003568,0.00024292002,0.0008906307,0.0006063943,0.04372431],"genre_scores_gemma":[0.93018526,0.01076034,0.044216227,0.00011833417,0.000026807882,0.00013092303,0.00060286315,0.00015109342,0.013808133],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998672,0.000013229818,0.000008819861,0.00003368514,0.000041279145,0.00003578744],"domain_scores_gemma":[0.99994946,0.000007244672,0.000010004638,0.000007470951,0.000012727436,0.000013089015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013686763,0.0006088675,0.00033806113,0.00055934803,0.0002901669,0.00074179354,0.0003686689,0.00047208814,0.0024912923],"category_scores_gemma":[0.00014029913,0.00020491076,0.00029905728,0.00063771644,0.00018388835,0.00080768904,0.0005056669,0.00060856494,0.0019037203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038431812,0.000048739304,0.00017980918,0.00027367834,0.0000077409895,0.00016031254,0.00004082268,0.0004577999,0.97835195,0.0013310602,0.00011071196,0.018998878],"study_design_scores_gemma":[0.000004922831,0.00012682063,0.00054960675,0.000042144547,0.000013250207,0.00018771693,0.000079013495,0.0008518009,0.97992676,0.00061703403,0.017591843,0.00000920824],"about_ca_topic_score_codex":0.00046967057,"about_ca_topic_score_gemma":0.0015742554,"teacher_disagreement_score":0.0024912923,"about_ca_system_score_codex":0.00040110401,"about_ca_system_score_gemma":0.00026807896,"threshold_uncertainty_score":0.008334219},"labels":[],"label_agreement":null},{"id":"W4400883027","doi":"10.1177/20412479241266956","title":"Letter re: Polymers from renewable resources: Plant-based nanoparticles","year":2024,"lang":"en","type":"article","venue":"Polymers from Renewable Resources","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Renewable energy; Renewable resource; Nanoparticle; Polymer; Environmental science; Environmental economics; Nanotechnology; Business; Materials science; Engineering; Economics; Composite material; Electrical engineering","score_opus":0.020602929294452146,"score_gpt":0.2538914849481267,"score_spread":0.23328855565367454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400883027","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047846697,0.004427701,0.001095356,0.8211236,0.15369964,0.00005681911,0.0002441874,0.00031159126,0.014256459],"genre_scores_gemma":[0.052231524,0.0068514515,0.0012614558,0.6683761,0.23026808,0.00013647827,0.00022009706,0.00011938133,0.04053542],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984102,0.00025188364,0.00021651859,0.00036777664,0.00055330625,0.00020028591],"domain_scores_gemma":[0.9950654,0.0031222468,0.00051791413,0.00022522816,0.00065543654,0.00041389308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013060464,0.00096272567,0.0011959021,0.0007701446,0.0016772202,0.0026490667,0.001967918,0.025068197,0.009874297],"category_scores_gemma":[0.008681778,0.0005724445,0.0010234923,0.0005171278,0.0017860366,0.0014410926,0.00061164744,0.00965685,0.009147558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037257446,0.00018663496,0.00043806634,0.00029892093,0.000054950124,0.0053877817,0.000097901844,0.00018787287,0.0022601373,0.0024004981,0.9676976,0.02061706],"study_design_scores_gemma":[0.00021190252,0.00045250685,0.001886285,0.00028260634,0.00013662274,0.008726644,0.0002945959,0.0014599495,0.011273835,0.007738047,0.96742123,0.000115777184],"about_ca_topic_score_codex":0.00075186894,"about_ca_topic_score_gemma":0.00084654434,"teacher_disagreement_score":0.025068197,"about_ca_system_score_codex":0.0026036408,"about_ca_system_score_gemma":0.0012476787,"threshold_uncertainty_score":0.033032775},"labels":[],"label_agreement":null}]}