{"meta":{"query_hash":"bdd0049f698b","filters":{"venue":"Functional Composite Materials"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/bdd0049f698b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Functional+Composite+Materials"},"results":[{"id":"W3091820339","doi":"10.1186/s42252-020-00011-z","title":"Morphological, thermal, and thermomechanical properties of cellulose nanocrystals reinforced polylactide/poly [(butylene succinate)-co-adipate] blend composite foams","year":2020,"lang":"en","type":"article","venue":"Functional Composite Materials","topic":"Polymer Foaming and Composites","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Innotech Alberta; Department of Science and Technology, Republic of South Africa; Council for Scientific and Industrial Research, South Africa","keywords":"Materials science; Adipate; Crystallinity; Composite number; Composite material; Thermal stability; Cellulose; Environmentally friendly; Polybutylene succinate; Polyester; Chemical engineering","score_opus":0.031871415681559406,"score_gpt":0.22039476464818536,"score_spread":0.18852334896662595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091820339","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950753,0.0019297447,0.0004061414,0.00069841236,0.000562053,0.00040897576,0.00027018838,0.00027996738,0.0003692299],"genre_scores_gemma":[0.997872,0.00003385281,0.00042291332,0.0008320777,0.00030389195,0.00005225314,0.00010957005,0.000057850568,0.00031561038],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9966658,0.0004334763,0.0009726281,0.0007469415,0.0005927088,0.0005884486],"domain_scores_gemma":[0.99851465,0.00016008697,0.00047150505,0.00038702163,0.00014809835,0.00031861477],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048381233,0.00051292934,0.0008981453,0.000113118746,0.00033728778,0.0003031264,0.00046648702,0.0002104753,0.0017483424],"category_scores_gemma":[0.000046883546,0.0004002487,0.00014160783,0.00019393522,0.00035064574,0.0003746255,0.00035998947,0.00017302328,0.0002617282],"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":[0.0021072964,0.00009890817,0.00020412864,0.00020566882,0.00008204377,0.00003425384,0.00031267272,0.00007324588,0.99595845,0.00057373714,0.00022903217,0.00012054993],"study_design_scores_gemma":[0.0009911064,0.0006162741,0.001774711,0.00012435544,0.00010162643,0.00012165993,0.00004925108,0.00024980205,0.9952213,0.00007189119,0.00020103203,0.00047698215],"about_ca_topic_score_codex":0.00027061676,"about_ca_topic_score_gemma":5.9527395e-7,"teacher_disagreement_score":0.002796693,"about_ca_system_score_codex":0.00004255162,"about_ca_system_score_gemma":0.000068330795,"threshold_uncertainty_score":0.99984497},"labels":[],"label_agreement":null},{"id":"W4213452015","doi":"10.1186/s42252-022-00029-5","title":"Superhydrophobic micro-nanofibers from PHBV-SiO2 biopolymer composites produced by electrospinning","year":2022,"lang":"en","type":"article","venue":"Functional Composite Materials","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada; Université du Québec à Chicoutimi","keywords":"Electrospinning; Stearic acid; Materials science; Nanofiber; Biopolymer; Wetting; Fiber; Fourier transform infrared spectroscopy; Composite material; Chemical engineering; Nanoparticle; Polylactic acid; Polymer; Nanotechnology","score_opus":0.0069759330373074255,"score_gpt":0.205916303180237,"score_spread":0.19894037014292956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213452015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905632,0.00094638905,0.0012377526,0.0017452125,0.002247166,0.00061360083,0.0020615205,0.0004261524,0.0001589806],"genre_scores_gemma":[0.98207617,0.000019006822,0.008687439,0.0022246619,0.00071964564,0.0008036016,0.0042185048,0.00010770006,0.0011432492],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9959064,0.000399642,0.00078316836,0.0011230127,0.0009972841,0.0007904814],"domain_scores_gemma":[0.99849176,0.00022117152,0.00032156953,0.0006478806,0.00011004465,0.00020755512],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005614862,0.0004382782,0.00054865435,0.00017206081,0.0015455579,0.0002917469,0.0007753547,0.0001159307,0.018054985],"category_scores_gemma":[0.000009832978,0.0004452143,0.00012116156,0.00061581424,0.00027995434,0.00021513853,0.0005586458,0.00024824595,0.00080219656],"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":[0.00033372818,0.00027568702,0.0003369584,0.00001335078,0.000051204795,0.0000050466892,0.00006573813,0.00001652472,0.9589535,0.0003812312,0.039542202,0.00002480891],"study_design_scores_gemma":[0.0007099783,0.00023827772,0.00082654203,0.000014030042,0.00006176622,0.000044661592,0.000018690607,0.000016389255,0.97597736,0.00076809677,0.020812588,0.00051163824],"about_ca_topic_score_codex":0.00042812419,"about_ca_topic_score_gemma":0.0000010220318,"teacher_disagreement_score":0.018729614,"about_ca_system_score_codex":0.00042745977,"about_ca_system_score_gemma":0.00013395328,"threshold_uncertainty_score":0.9999758},"labels":[],"label_agreement":null},{"id":"W4223597133","doi":"10.1186/s42252-022-00031-x","title":"Exploring the effect of block copolymer architecture and concentration on the microstructure, electrical conductivity and rheological properties of PP/PS blend nanocomposites","year":2022,"lang":"en","type":"article","venue":"Functional Composite Materials","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":7,"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 Calgary","funders":"Petroleum Technology Development Fund; Natural Sciences and Engineering Research Council of Canada","keywords":"Copolymer; Materials science; Polypropylene; Polystyrene; Conductivity; Polymer blend; Styrene; Composite material; Polymer chemistry; Nanocomposite; Rheology; Chemical engineering; Polymer; Chemistry; Physical chemistry","score_opus":0.03595919456576228,"score_gpt":0.20576765165836208,"score_spread":0.1698084570925998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223597133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99622685,0.0019567576,0.0000066811185,0.0005205605,0.00050776266,0.00057885255,0.00013943542,0.00002671367,0.000036378744],"genre_scores_gemma":[0.9994866,0.0000314584,0.00003123513,0.00013572167,0.000099274665,0.00016030284,0.000013901808,0.000013585801,0.00002787836],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99764085,0.0010887508,0.0003653565,0.00030537005,0.0003672673,0.00023239233],"domain_scores_gemma":[0.99889076,0.0006034621,0.0002205957,0.00020222967,0.00004259579,0.000040339648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064438925,0.00022726563,0.0003982194,0.00003963876,0.00068999064,0.00009624242,0.00020931097,0.000036969086,0.00025272687],"category_scores_gemma":[0.00003925577,0.000110890585,0.0000548452,0.00012680308,0.0005687207,0.00010843492,0.00028906466,0.00017267672,0.00000191701],"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":[0.0024485097,0.000033111868,0.0007686936,0.00006527414,0.000039920098,9.868028e-7,0.00022526516,0.00017826766,0.9947033,0.0013602149,0.000066215965,0.00011023809],"study_design_scores_gemma":[0.0004369217,0.0011162272,0.0057300837,0.00003505265,0.0000557169,0.00013601454,0.000021634882,0.000032465647,0.99194276,0.000079513586,0.00028059998,0.00013300103],"about_ca_topic_score_codex":0.00015797112,"about_ca_topic_score_gemma":9.3496124e-7,"teacher_disagreement_score":0.00496139,"about_ca_system_score_codex":0.000022983762,"about_ca_system_score_gemma":0.000028869388,"threshold_uncertainty_score":0.530692},"labels":[],"label_agreement":null},{"id":"W4402460207","doi":"10.1186/s42252-024-00062-6","title":"Simulation-based assessment of zwitterionic pendant group variations on the hemocompatibility of polyethersulfone membranes","year":2024,"lang":"en","type":"article","venue":"Functional Composite Materials","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":5,"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 Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Group (periodic table); Chemical engineering; Polymer chemistry; Materials science; Polymer science; Chemistry; Engineering; Organic chemistry","score_opus":0.04028656546457314,"score_gpt":0.3187497843639413,"score_spread":0.27846321889936815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402460207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97974473,0.000116425756,0.015432093,0.00091238733,0.0025591305,0.00032613522,0.00053102244,0.00009108607,0.00028700187],"genre_scores_gemma":[0.9987361,0.000002071184,0.000813359,0.00014306094,0.00011446234,0.000054700973,0.000056318026,0.000018019615,0.00006192148],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99789655,0.0004001921,0.00068349467,0.0003194601,0.000537453,0.00016284807],"domain_scores_gemma":[0.99563015,0.0035330437,0.0002702006,0.000355863,0.00017900947,0.000031713094],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00094239466,0.00018678782,0.00035679518,0.00013294368,0.00018824557,0.000114971706,0.00017763517,0.000045239816,0.0056654564],"category_scores_gemma":[0.00009070685,0.00012727559,0.00011424364,0.00021792078,0.0001609664,0.0001583367,0.00007079319,0.00007872034,0.00008885094],"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":[0.00017627385,0.0001571883,0.00023943036,0.00015644215,0.00007392564,8.079614e-7,0.000078332894,0.050579384,0.9435958,0.0048537236,0.0000686357,0.000020038977],"study_design_scores_gemma":[0.00023199215,0.00014690528,0.02654899,0.00017358827,0.00006594816,0.0000013679339,0.000043147735,0.018194582,0.953728,0.0003886304,0.00033909088,0.00013773945],"about_ca_topic_score_codex":0.0002033447,"about_ca_topic_score_gemma":0.0000072975186,"teacher_disagreement_score":0.0323848,"about_ca_system_score_codex":0.00009421988,"about_ca_system_score_gemma":0.000107849206,"threshold_uncertainty_score":0.9952435},"labels":[],"label_agreement":null}]}