{"meta":{"query_hash":"db8c65dbfeea","filters":{"venue":"Advanced Manufacturing Polymer & Composites Science"},"cohort_total":16,"direct_labels_cover":0,"predictions_cover":16,"exported":16,"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/db8c65dbfeea","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advanced+Manufacturing+Polymer+%26+Composites+Science"},"results":[{"id":"W2039484375","doi":"10.1179/2055035914z.0000000006","title":"Advanced Manufacturing: Polymer &amp; Composites Science–The First Issue","year":2015,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Composite material; Materials science","score_opus":0.015417193306783985,"score_gpt":0.25652509809698665,"score_spread":0.24110790479020267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039484375","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012991334,0.018445224,0.00024805125,0.015201234,0.96024257,0.000013277435,0.000025349455,0.000071063056,0.0056233737],"genre_scores_gemma":[0.0019602396,0.023298182,0.00043030165,0.012785977,0.911674,0.000016702388,0.00005943292,0.000102287995,0.04967285],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99785185,0.00019097376,0.0002456859,0.00024728786,0.0013079345,0.00015632794],"domain_scores_gemma":[0.98895746,0.0021687,0.0006807088,0.00039059966,0.005994138,0.0018084086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020094393,0.001835798,0.0015187683,0.0021865354,0.0019982487,0.007514431,0.0014625229,0.0057865637,0.02999569],"category_scores_gemma":[0.0071669267,0.0007846782,0.0010725193,0.0010841112,0.001449698,0.003805284,0.0009923195,0.007903918,0.022944866],"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":[0.00007146034,0.000038669892,0.000105098916,0.00038421815,0.000010945815,0.00011673465,0.000012516427,0.000046951085,0.000741426,0.00076658925,0.9563483,0.04135706],"study_design_scores_gemma":[0.000009268295,0.000057458736,0.00027034417,0.00011618811,0.000009836003,0.00036785303,0.000025330291,0.00009824834,0.00037699883,0.00051189534,0.9981458,0.0000107579735],"about_ca_topic_score_codex":0.0006846289,"about_ca_topic_score_gemma":0.0016708553,"teacher_disagreement_score":0.02999569,"about_ca_system_score_codex":0.0016284117,"about_ca_system_score_gemma":0.0017804573,"threshold_uncertainty_score":0.10034555},"labels":[],"label_agreement":null},{"id":"W2068477711","doi":"10.1179/2055035914y.0000000003","title":"Electric field induced alignment of multiwalled carbon nanotubes in polymers and multiscale composites","year":2015,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Carbon Nanotubes in Composites","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Electrical resistivity and conductivity; Composite material; Electric field; Nanocomposite; Carbon nanotube; Epoxy; Electrical conductor; Composite number; Polymer; Fabrication; Anisotropy; Electrical engineering","score_opus":0.013286718798897973,"score_gpt":0.25810494836230063,"score_spread":0.24481822956340266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068477711","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":[0.99743456,0.0003084383,0.0012839487,0.000025967967,0.000017569499,0.000007416471,0.000024936786,0.000023669869,0.0008734431],"genre_scores_gemma":[0.99787784,0.00011742856,0.0013941537,0.000010705556,0.0000042638176,0.0000063410184,0.000021205758,0.000006211188,0.00056182244],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999931,0.000009967692,0.0000037603922,0.00001793478,0.000021084708,0.000016223847],"domain_scores_gemma":[0.9999255,0.000015916396,0.00003294845,0.0000064007268,0.00000947333,0.000009902603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000065685126,0.00016042187,0.00006508041,0.00012196529,0.00008640212,0.0001111396,0.000069012895,0.00017298193,0.00049861],"category_scores_gemma":[0.00015576952,0.00009536316,0.00008921218,0.00007418737,0.00010944606,0.00014544965,0.00010751984,0.00017362558,0.0000905703],"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":[0.000008806095,0.0000048517595,0.000055824057,0.000009873605,9.380178e-7,0.000018507078,0.000005569895,0.00008008195,0.99924195,0.000035044184,0.000009208989,0.00052926695],"study_design_scores_gemma":[0.000002427263,0.00006243581,0.0017191425,0.000001631066,0.000001998157,0.000033436183,0.000009316291,0.00057219836,0.99719644,0.00001546049,0.0003839474,0.0000015466883],"about_ca_topic_score_codex":0.0001423265,"about_ca_topic_score_gemma":0.00048103766,"teacher_disagreement_score":0.00049861,"about_ca_system_score_codex":0.00010146483,"about_ca_system_score_gemma":0.000061623796,"threshold_uncertainty_score":0.001668036},"labels":[],"label_agreement":null},{"id":"W2321245006","doi":"10.1080/20550340.2015.1117747","title":"A simplified damage prediction framework for milling of unidirectional carbon fiber-reinforced plastics","year":2015,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Delamination (geology); Materials science; Composite material; Fiber; Machining; Metallurgy; Geology","score_opus":0.014513408799826932,"score_gpt":0.24942172464019383,"score_spread":0.2349083158403669,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321245006","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012078059,0.0002267253,0.98651147,0.00003370906,0.000013468965,0.00004106457,0.00007140272,0.00028709648,0.00073706714],"genre_scores_gemma":[0.7388692,0.0011388743,0.25542307,0.000054995075,0.000078905236,0.00032508565,0.00033524077,0.00013899372,0.0036356843],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964035,0.000045055247,0.000019728659,0.00008329778,0.00016931261,0.000042225583],"domain_scores_gemma":[0.9996605,0.00013420967,0.00006771875,0.00002718653,0.00009152147,0.000018876368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006056348,0.0011637227,0.0009503536,0.0010455482,0.00034765474,0.0007516626,0.0015157358,0.0009484799,0.0014002682],"category_scores_gemma":[0.0009879189,0.00048227294,0.0008619944,0.0003998158,0.00052177405,0.0007352816,0.0006371084,0.00077433727,0.00039898843],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010521963,0.00001696879,0.00035816562,0.0000497262,0.000014202233,0.00006702115,0.00001890494,0.9809014,0.0052022985,0.0020976283,0.00012206673,0.0111410795],"study_design_scores_gemma":[0.000001131487,0.000011914589,0.00014799711,0.0000031505401,0.0000030490105,0.000012588947,0.0000026960695,0.99852836,0.00043873358,0.00071826385,0.00012746255,0.0000045881507],"about_ca_topic_score_codex":0.008067003,"about_ca_topic_score_gemma":0.005493994,"teacher_disagreement_score":0.008067003,"about_ca_system_score_codex":0.0007175468,"about_ca_system_score_gemma":0.00082172325,"threshold_uncertainty_score":0.016040087},"labels":[],"label_agreement":null},{"id":"W2609816042","doi":"10.1080/20550340.2017.1311094","title":"A three-dimensional transient model for heat transfer in thermoplastic composites during continuous resistance welding","year":2017,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Mechanical Behavior of Composites","field":"Engineering","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":"Carleton University","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Welding; Joule heating; Heat transfer; Finite element method; Resistive touchscreen; Composite material; Electric resistance welding; Thermal conduction; Transient (computer programming); Thermocouple; Thermal resistance; Heating element; Mechanics; Structural engineering; Electrical engineering; Computer science; Engineering","score_opus":0.01357601773962646,"score_gpt":0.24088502500389486,"score_spread":0.2273090072642684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2609816042","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14551608,0.0005898015,0.81460804,0.0006737637,0.0001433053,0.00020479942,0.0006258399,0.0010562813,0.03658208],"genre_scores_gemma":[0.9638329,0.0004337936,0.01412014,0.00009183143,0.000029007562,0.00036565473,0.00025271656,0.00015637091,0.020717647],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99985695,0.000029537337,0.000006903822,0.00003332816,0.000042882937,0.00003031772],"domain_scores_gemma":[0.9997954,0.00009739413,0.000026393209,0.000016867216,0.000045836772,0.00001820594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003254355,0.00056219875,0.0006865803,0.0004892948,0.0006472147,0.0011165938,0.0014785933,0.002120523,0.0033747966],"category_scores_gemma":[0.00085389434,0.0005422193,0.000977948,0.0004303903,0.00093165727,0.0011059147,0.00053116935,0.00089282444,0.00064721506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026285967,0.000023355378,0.0002380627,0.000024003064,0.0000055040136,0.00006792303,0.00006396253,0.9900856,0.0033903813,0.0044810795,0.00016369083,0.0014301487],"study_design_scores_gemma":[0.0000032815165,0.000005898663,0.000046753114,0.0000023420828,0.0000015460099,0.000006505817,0.000007094331,0.99906784,0.0003088706,0.00035201776,0.00019422866,0.0000035728274],"about_ca_topic_score_codex":0.017396405,"about_ca_topic_score_gemma":0.0067389454,"teacher_disagreement_score":0.017396405,"about_ca_system_score_codex":0.001281472,"about_ca_system_score_gemma":0.0012127651,"threshold_uncertainty_score":0.034590244},"labels":[],"label_agreement":null},{"id":"W2632955854","doi":"10.1080/20550340.2017.1341125","title":"Characterizing short-fiber-reinforced composites produced using additive manufacturing","year":2017,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":161,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Kowa Company","keywords":"Materials science; Composite material; Polylactic acid; Crystallinity; Ultimate tensile strength; Extrusion; Annealing (glass); Protein filament; Tensile testing; Fused filament fabrication; Young's modulus; Microstructure; Polymer; Elastic modulus","score_opus":0.01973802264221288,"score_gpt":0.25928662811237785,"score_spread":0.23954860547016496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2632955854","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":[0.993228,0.00058411324,0.0045026815,0.000008526506,0.000012231057,0.000022279137,0.00014633487,0.000044655884,0.0014511276],"genre_scores_gemma":[0.99109143,0.00032574078,0.0071878303,0.000015520965,0.0000053404483,0.00003472163,0.00019228531,0.0000223503,0.0011248055],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998392,0.0000119897795,0.000010408083,0.000030027453,0.000086196276,0.00002225275],"domain_scores_gemma":[0.9998016,0.000047069312,0.00005077524,0.000019342428,0.00006529183,0.000015942984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016618292,0.00025268132,0.00013772763,0.0005422545,0.00021390815,0.00019376757,0.00012656965,0.00028012844,0.0009596157],"category_scores_gemma":[0.00022861411,0.00012909362,0.00020488378,0.00038941597,0.00013945112,0.00022728703,0.00010821836,0.00020036084,0.00017705349],"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":[0.000015111994,0.000005514393,0.00033290999,0.000018254726,0.0000021064636,0.000023016026,0.00001680965,0.00006023701,0.99845016,0.000011311853,0.0000052950995,0.0010591529],"study_design_scores_gemma":[0.00000116223,0.00011695864,0.01024262,0.000003335164,0.000009892041,0.00009274108,0.00003346916,0.000502019,0.9884947,0.0000129600685,0.00048671858,0.000003388906],"about_ca_topic_score_codex":0.00039510822,"about_ca_topic_score_gemma":0.0012907443,"teacher_disagreement_score":0.0009596157,"about_ca_system_score_codex":0.00013015463,"about_ca_system_score_gemma":0.0000897381,"threshold_uncertainty_score":0.003210187},"labels":[],"label_agreement":null},{"id":"W2741787160","doi":"10.1080/20550340.2017.1355519","title":"Factors affecting the properties of composites made by 4D printing (moldless composites manufacturing)","year":2017,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"3D printing; Composite material; Materials science; Mold; Shrinkage; Process (computing); Curing (chemistry); Fused deposition modeling; Mechanical engineering; Engineering drawing; Computer science; Engineering","score_opus":0.02021880657458403,"score_gpt":0.23590069627339297,"score_spread":0.21568188969880894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2741787160","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":[0.9697555,0.0067584654,0.011865521,0.00014921623,0.00019076891,0.00011568316,0.0005580604,0.0002719507,0.010334921],"genre_scores_gemma":[0.990624,0.0016336918,0.004545862,0.00006503687,0.000024453642,0.00007017176,0.00034017576,0.00011988172,0.002576804],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987921,0.00014521087,0.0000871431,0.0001613481,0.0006455346,0.0001686861],"domain_scores_gemma":[0.9974934,0.0011045914,0.00051362737,0.00014837708,0.0006432762,0.00009679983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009488505,0.0006810195,0.0005082636,0.0006297001,0.00054801,0.001170437,0.00024294775,0.0006292963,0.0029901026],"category_scores_gemma":[0.0023374355,0.00041646315,0.00048641165,0.0008362939,0.0004771993,0.00076647906,0.00025443692,0.0007841595,0.0013134374],"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":[0.0001204849,0.000039048075,0.0013974321,0.0001683684,0.000014329422,0.00016792805,0.00007510186,0.0005673678,0.9907985,0.00012257007,0.00014349613,0.0063855154],"study_design_scores_gemma":[0.000005040019,0.00022528048,0.014069125,0.000012779388,0.0000382763,0.00025516233,0.000100244455,0.0009421996,0.9814633,0.00008677057,0.0027710013,0.000030818734],"about_ca_topic_score_codex":0.0008380645,"about_ca_topic_score_gemma":0.0012947386,"teacher_disagreement_score":0.0029901026,"about_ca_system_score_codex":0.00039629912,"about_ca_system_score_gemma":0.000327768,"threshold_uncertainty_score":0.0100028515},"labels":[],"label_agreement":null},{"id":"W2758486920","doi":"10.1080/20550340.2017.1379257","title":"Resource-friendly carbon fiber composites: combining production waste with virgin feedstock","year":2017,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Fiber-reinforced polymer composites","field":"Engineering","cited_by":10,"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":"Technische Universität München; McGill University; Engineering and Physical Sciences Research Council; University of Southern California","keywords":"Raw material; Materials science; Composite material; Fiber; Consolidation (business); Environmentally friendly; Carbon fiber composite; Composite number","score_opus":0.006129252047509507,"score_gpt":0.21243301195090517,"score_spread":0.20630375990339567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2758486920","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":[0.9948618,0.0010999623,0.0024996605,0.000018640789,0.000016334207,0.000019490011,0.00006158214,0.000026125523,0.0013963551],"genre_scores_gemma":[0.9926811,0.0008314374,0.0053491145,0.000014460366,0.000005545549,0.000015209048,0.000076777964,0.000019561125,0.0010068585],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997924,0.00001726227,0.000011781323,0.00004760687,0.00008503531,0.000045954468],"domain_scores_gemma":[0.9998872,0.000021611786,0.000033616274,0.000011123638,0.000034293585,0.00001210718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016687141,0.0004961151,0.0003483923,0.0004307024,0.00021385391,0.0004943923,0.00022159885,0.0003809631,0.00044999758],"category_scores_gemma":[0.00016558771,0.0001770631,0.00033061698,0.00039082175,0.00017842079,0.00047352066,0.00017998886,0.00039944798,0.00016614505],"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":[0.000060150436,0.00003652326,0.00029628465,0.00010035743,0.000007763601,0.00009388133,0.000017537643,0.00034196617,0.99542856,0.00007045811,0.000011306191,0.0035351685],"study_design_scores_gemma":[0.0000016932614,0.0002033226,0.001355075,0.0000074655495,0.000013619492,0.000106778,0.000030263604,0.0006448205,0.9967168,0.000024800893,0.00088969956,0.0000056068648],"about_ca_topic_score_codex":0.00066062465,"about_ca_topic_score_gemma":0.004000263,"teacher_disagreement_score":0.00066062465,"about_ca_system_score_codex":0.0002824482,"about_ca_system_score_gemma":0.00023989675,"threshold_uncertainty_score":0.002049327},"labels":[],"label_agreement":null},{"id":"W2792533556","doi":"10.1080/20550340.2018.1444535","title":"Effect of in situ treatment on the quality of flat thermoplastic composite plates made by automated fiber placement (AFP)","year":2018,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermoplastic composites; Materials science; Composite number; Composite material; Thermoplastic; Autoclave; In situ; Aerodynamics; Crystallinity; Engineering; Aerospace engineering; Metallurgy","score_opus":0.011384600835158775,"score_gpt":0.28173678618519993,"score_spread":0.27035218535004113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792533556","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":[0.998049,0.00029346626,0.0009997579,0.000012525496,0.000014607857,0.000011270769,0.0000526759,0.00003084475,0.00053580536],"genre_scores_gemma":[0.9975001,0.00021951832,0.0013212742,0.000021038826,0.000004700212,0.000009902372,0.000071857154,0.000023724897,0.00082777947],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999778,0.000030007037,0.000018842971,0.000055066048,0.00007299694,0.00004522013],"domain_scores_gemma":[0.9995353,0.00011119304,0.00018243877,0.00003968258,0.00009219651,0.0000392034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022204302,0.00048506726,0.00022274212,0.00018835871,0.00017449641,0.00024394611,0.00014168778,0.00031979787,0.0013682774],"category_scores_gemma":[0.0003393283,0.0002656927,0.00028858884,0.00017746689,0.00022587655,0.00023824578,0.00012964777,0.000500983,0.00017417507],"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":[0.00008342812,0.000026473517,0.00012149792,0.00003294218,0.0000056324266,0.000025166659,0.000026366739,0.000080739395,0.99890125,0.0000070306705,0.000007942578,0.0006815838],"study_design_scores_gemma":[0.0000029547298,0.0002638561,0.0014944597,0.000001662936,0.000011795004,0.000022799668,0.000017165885,0.0002236232,0.9977843,0.000003409609,0.00017058074,0.0000033273109],"about_ca_topic_score_codex":0.0006414219,"about_ca_topic_score_gemma":0.0017857383,"teacher_disagreement_score":0.0013682774,"about_ca_system_score_codex":0.00013697313,"about_ca_system_score_gemma":0.000114189446,"threshold_uncertainty_score":0.0045773387},"labels":[],"label_agreement":null},{"id":"W2987933154","doi":"10.1080/20550340.2019.1686820","title":"Heat transfer analysis of automated fiber placement of thermoplastic composites using a hot gas torch","year":2019,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Composite material; Thermoplastic; Thermocouple; Residual stress; Heat deflection temperature; Heat transfer; Composite number; Crystallinity; Mechanics","score_opus":0.009515826826460284,"score_gpt":0.23697527813533864,"score_spread":0.22745945130887835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2987933154","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":[0.99611026,0.000045422632,0.0028752664,0.000010217505,0.000006264496,0.000007792173,0.000035125842,0.00010209592,0.0008075401],"genre_scores_gemma":[0.9987702,0.0000150719825,0.0007511553,0.0000016222539,0.0000011522696,0.0000040293903,0.0000160164,0.000008893461,0.00043188996],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998745,0.000014683141,0.0000028835495,0.000026139607,0.00005898139,0.000022813136],"domain_scores_gemma":[0.9998018,0.00008298383,0.000034631197,0.000023240751,0.000046861813,0.000010494687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016343899,0.00025462912,0.00024746376,0.00035408916,0.00034483068,0.00023743122,0.00026350524,0.00030739617,0.0011217688],"category_scores_gemma":[0.00023188817,0.00018655758,0.00024239894,0.0003404201,0.00038493372,0.00021116412,0.000106634885,0.00022262322,0.00019623878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00077250047,0.00019121675,0.004471519,0.00013304166,0.000029944926,0.00022229984,0.00039138529,0.15285711,0.8212094,0.0006409833,0.000402297,0.018678289],"study_design_scores_gemma":[0.000031555555,0.0007957882,0.018938381,0.000008472191,0.000022100327,0.000069943264,0.00018425891,0.5315141,0.447498,0.00015973234,0.0007459032,0.000031676554],"about_ca_topic_score_codex":0.0049180468,"about_ca_topic_score_gemma":0.0038751243,"teacher_disagreement_score":0.0049180468,"about_ca_system_score_codex":0.00060058164,"about_ca_system_score_gemma":0.00024538118,"threshold_uncertainty_score":0.009778798},"labels":[],"label_agreement":null},{"id":"W3000009405","doi":"10.1080/20550340.2019.1710023","title":"Effective thermal conductivity of 3D-printed continuous fiber polymer composites","year":2020,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Thermal conductivity; Materials science; Composite material; Fiber; Thermal transfer; Thermal; Heat transfer; Polymer; Volume fraction; Fabrication; Layer (electronics)","score_opus":0.009298815241787732,"score_gpt":0.22288446798261594,"score_spread":0.2135856527408282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000009405","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":[0.9812462,0.00042849622,0.015464073,0.000028888304,0.000022402744,0.000009043503,0.00016441352,0.00023791568,0.0023985407],"genre_scores_gemma":[0.99229586,0.00017131244,0.006688823,0.000006774639,0.0000033546046,0.000008031775,0.00006404482,0.00002746648,0.0007343605],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997137,0.000027805236,0.000014248069,0.00006352857,0.00015672093,0.000023935485],"domain_scores_gemma":[0.9995442,0.00022407787,0.00007330654,0.00005226994,0.00008752725,0.000018605491],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026791875,0.0002606987,0.000188272,0.00036103377,0.00015959721,0.00042361894,0.00021141516,0.00031041837,0.00057048775],"category_scores_gemma":[0.0005679451,0.00023405056,0.00025028051,0.00026558278,0.00033019646,0.00033585692,0.00012162234,0.0003936037,0.0001824555],"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":[0.000033770695,0.000013755861,0.0002900963,0.00003206797,0.000004962284,0.00005066856,0.000043414366,0.0030469464,0.99339443,0.00012655204,0.000027514387,0.0029357567],"study_design_scores_gemma":[0.0000016588144,0.00003589385,0.0009329445,0.000001937221,0.0000035919413,0.00003361641,0.000009647487,0.007943958,0.99080044,0.000030155545,0.00020087992,0.0000053284934],"about_ca_topic_score_codex":0.0004646903,"about_ca_topic_score_gemma":0.0009078982,"teacher_disagreement_score":0.00057048775,"about_ca_system_score_codex":0.0004009339,"about_ca_system_score_gemma":0.0001621543,"threshold_uncertainty_score":0.002908945},"labels":[],"label_agreement":null},{"id":"W3025613379","doi":"10.1080/20550340.2020.1764236","title":"Determination of convective heat transfer coefficient for automated fiber placement (AFP) for thermoplastic composites using hot gas torch","year":2020,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Nozzle; Heat transfer; Heat transfer coefficient; Convective heat transfer; Composite material; Torch; Convection; Heat flux; Volumetric flow rate; Composite number; Thermodynamics; Mechanics; Physics","score_opus":0.018080711603656468,"score_gpt":0.2568877080799653,"score_spread":0.23880699647630885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025613379","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":[0.8918908,0.0016759495,0.10181683,0.00009423486,0.000100941535,0.00015853428,0.00042071252,0.0005698758,0.003272122],"genre_scores_gemma":[0.9656234,0.0004814033,0.03276514,0.000017469083,0.000009275965,0.00006796438,0.00013661134,0.000057646135,0.000841034],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990466,0.000105353414,0.000033186985,0.00019478695,0.00054835214,0.00007166153],"domain_scores_gemma":[0.99822384,0.00085998606,0.0002699832,0.00008929503,0.0005263192,0.00003051232],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00085880933,0.00041466975,0.00042366097,0.0008710116,0.00040552276,0.0003076495,0.0004473888,0.00043305257,0.0011085982],"category_scores_gemma":[0.002016173,0.00034833283,0.0005936151,0.0010084804,0.00032174375,0.00052714645,0.00018138558,0.00056180666,0.00041235253],"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":[0.00015145994,0.00009188236,0.008626925,0.00037424025,0.0000340028,0.00013428413,0.00038380863,0.0107674245,0.94773906,0.0005257301,0.00052601297,0.03064517],"study_design_scores_gemma":[0.0000079164465,0.00017071523,0.013881951,0.00002016502,0.00003682745,0.00010512486,0.00009626104,0.040030293,0.94392,0.00008834362,0.0015909452,0.000051502815],"about_ca_topic_score_codex":0.0035792037,"about_ca_topic_score_gemma":0.006166496,"teacher_disagreement_score":0.0035792037,"about_ca_system_score_codex":0.0006959888,"about_ca_system_score_gemma":0.0005623718,"threshold_uncertainty_score":0.007116735},"labels":[],"label_agreement":null},{"id":"W4255510993","doi":"10.1179/2055034015z.00000000015","title":"Advanced Manufacturing: Polymer &amp; Composites Science – The Second Issue","year":2015,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","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":"National Research Council Canada","funders":"","keywords":"Polymer; Composite material; Materials science; Polymer science","score_opus":0.016094863237389203,"score_gpt":0.24979370007725527,"score_spread":0.23369883683986606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255510993","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013923742,0.35529512,0.002800252,0.032706637,0.52662,0.000065413886,0.000124719,0.00020067186,0.08079487],"genre_scores_gemma":[0.013779525,0.26978418,0.0033024512,0.020703446,0.38503748,0.000063201885,0.00032641928,0.00038906318,0.3066143],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99663794,0.00023389682,0.00023977511,0.00042095289,0.002193239,0.00027419502],"domain_scores_gemma":[0.99375206,0.0010713949,0.0005178761,0.0003863,0.0033724015,0.00089991273],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002904801,0.0014535568,0.0016614896,0.0040581925,0.001858624,0.00803299,0.002138308,0.007309148,0.03505896],"category_scores_gemma":[0.003697505,0.000831819,0.0010778799,0.002661119,0.0021756317,0.007054594,0.0022183035,0.005177163,0.020253344],"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":[0.000109208784,0.00023906931,0.00037770692,0.0019879588,0.0000399028,0.0002892841,0.00004564237,0.0003919942,0.004138071,0.011418794,0.66610587,0.3148565],"study_design_scores_gemma":[0.0000061571827,0.00007542223,0.0005109038,0.00022894684,0.000014334418,0.0005988333,0.0000337599,0.00024763035,0.0011145327,0.0021340935,0.99501836,0.000016953736],"about_ca_topic_score_codex":0.0010064864,"about_ca_topic_score_gemma":0.0022759042,"teacher_disagreement_score":0.964941,"about_ca_system_score_codex":0.0022883334,"about_ca_system_score_gemma":0.003040287,"threshold_uncertainty_score":0.11728388},"labels":[],"label_agreement":null},{"id":"W4293108704","doi":"10.1080/20550340.2022.2057137","title":"Repair of thermoplastic composites: an overview","year":2022,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; McGill University; National Research Council Canada","funders":"National Research Council Canada; Centre de Recherche sur les Systèmes Polymères et Composites à Haute Performance","keywords":"Thermosetting polymer; Aerospace; Composite material; Thermoplastic composites; Materials science; Thermoplastic; Composite number; Certification; Welding; Advanced composite materials; Computer science; Engineering; Aerospace engineering","score_opus":0.020841713425731816,"score_gpt":0.26539026916871894,"score_spread":0.24454855574298712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293108704","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007816555,0.99624264,0.00062765303,0.00007001551,0.0001712184,0.0000109032235,0.00002994516,0.0000164549,0.0020495579],"genre_scores_gemma":[0.0035259197,0.99385977,0.0008600092,0.00012618498,0.00018076248,0.0000196994,0.000077621255,0.000008602404,0.0013413574],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99956566,0.00004499546,0.00006693367,0.000112494505,0.00016451624,0.00004537268],"domain_scores_gemma":[0.9995171,0.0002487084,0.00008829711,0.000020759957,0.00010480283,0.000020308082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005596557,0.000887939,0.00086674996,0.003152672,0.00040386137,0.001298781,0.00080137386,0.001430827,0.0042829257],"category_scores_gemma":[0.00064525736,0.0005500378,0.00074210926,0.0020857807,0.00043453666,0.0017343443,0.0006053792,0.0010361208,0.0020472568],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009593488,0.00023891662,0.00042693896,0.05502573,0.000112687376,0.00032141962,0.00020946811,0.0011253054,0.011842497,0.0065664593,0.0133751575,0.9106595],"study_design_scores_gemma":[0.000007285087,0.00034512067,0.0015057698,0.008263719,0.00015237308,0.0024293896,0.00016647772,0.0004756206,0.008044919,0.0021038374,0.9764628,0.000042738382],"about_ca_topic_score_codex":0.0009312605,"about_ca_topic_score_gemma":0.0011205011,"teacher_disagreement_score":0.0042829257,"about_ca_system_score_codex":0.00054196926,"about_ca_system_score_gemma":0.00084897736,"threshold_uncertainty_score":0.014327824},"labels":[],"label_agreement":null},{"id":"W4400609551","doi":"10.1080/20550340.2024.2378586","title":"Numerical and experimental investigation of resin flow, heat transfer and cure in a 3D compression resin transfer moulding process using fast curing resin","year":2024,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; McGill University","funders":"","keywords":"Materials science; Transfer molding; Curing (chemistry); Composite material; Heat transfer; Gelcoat; Synthetic resin; Thermodynamics; Mold","score_opus":0.011915424059690807,"score_gpt":0.26761280729152975,"score_spread":0.25569738323183894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400609551","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":[0.9674585,0.00019705905,0.025544586,0.00009791733,0.000045182416,0.0000918719,0.0003765722,0.000352047,0.0058362344],"genre_scores_gemma":[0.985151,0.00007754906,0.01380864,0.000007808535,0.0000037569055,0.00004521775,0.00009206062,0.000020768874,0.0007931816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997954,0.000018819575,0.000012553468,0.000037000817,0.000101856196,0.000034427696],"domain_scores_gemma":[0.99924123,0.0004769852,0.000090435555,0.000072593866,0.000084845014,0.000033978304],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048219197,0.00038314456,0.00045050212,0.00042684295,0.0004207198,0.0005916503,0.0004993848,0.0011078333,0.0021673115],"category_scores_gemma":[0.000996172,0.0002507795,0.00040478254,0.00039462865,0.00080860814,0.00035773835,0.00030611962,0.00055787584,0.00015899556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022421282,0.00042606468,0.005334565,0.0003899229,0.0000205278,0.00027793995,0.00037401947,0.85065746,0.120750315,0.002406904,0.00038598065,0.018752052],"study_design_scores_gemma":[0.000024872517,0.00029394054,0.0027821702,0.000012653617,0.000009998272,0.0000664527,0.000065584805,0.96490365,0.030988963,0.0001904246,0.0006359781,0.000025287245],"about_ca_topic_score_codex":0.0024660877,"about_ca_topic_score_gemma":0.0027333044,"teacher_disagreement_score":0.0024660877,"about_ca_system_score_codex":0.00045969468,"about_ca_system_score_gemma":0.00053306675,"threshold_uncertainty_score":0.0072503686},"labels":[],"label_agreement":null},{"id":"W4406242613","doi":"10.1080/20550340.2024.2441629","title":"Experimental analysis, simulation, and evaluation of process parameters of GFRP composites produced through resin transfer molding","year":2025,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Columbia Bible College","funders":"","keywords":"Transfer molding; Materials science; Composite material; Glass fiber; Flexural strength; Polyester resin; Thermosetting polymer; Vinyl ester; Composite number; Mold; Ultimate tensile strength; Polyester; Polymer","score_opus":0.02136891798597952,"score_gpt":0.3314107178579863,"score_spread":0.3100417998720068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406242613","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":[0.99231464,0.00013823972,0.005792421,0.000017634693,0.000011902749,0.000038099985,0.00027310062,0.00015802866,0.0012558921],"genre_scores_gemma":[0.9965429,0.00010329243,0.0029307427,0.0000028890556,0.0000018271019,0.00002575896,0.000082869825,0.000013490108,0.00029629882],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997694,0.000021586087,0.000014885773,0.000043638043,0.00011301406,0.000037569942],"domain_scores_gemma":[0.99945635,0.00018773467,0.00013535749,0.00006859499,0.0001276986,0.000024251556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000448518,0.00045075084,0.00027612684,0.00035365584,0.00031537734,0.0002636945,0.0003503905,0.00037841327,0.0010550347],"category_scores_gemma":[0.00057376234,0.00019099355,0.0003147907,0.0003494809,0.00028022807,0.00027406975,0.00014794747,0.00035796163,0.0001631973],"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":[0.0004920086,0.0005374717,0.0061419574,0.0004194127,0.000021223172,0.0003114812,0.0002285816,0.14274202,0.83055335,0.00037685764,0.00028279272,0.01789289],"study_design_scores_gemma":[0.000024781888,0.0013058945,0.010037679,0.000015535836,0.00003181672,0.00005644014,0.00008536808,0.1693611,0.8180603,0.00010338262,0.0008895032,0.000028215105],"about_ca_topic_score_codex":0.0009596577,"about_ca_topic_score_gemma":0.0014279173,"teacher_disagreement_score":0.0010550347,"about_ca_system_score_codex":0.0003077243,"about_ca_system_score_gemma":0.00024977277,"threshold_uncertainty_score":0.0035294294},"labels":[],"label_agreement":null},{"id":"W4410130189","doi":"10.1080/20550340.2025.2497575","title":"Enhanced prediction of mechanical properties in interwoven 3D-printed structures by integrating finite element analysis and design of experiments","year":2025,"lang":"en","type":"article","venue":"Advanced Manufacturing Polymer & Composites Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":1,"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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Finite element method; 3d printed; Materials science; Mechanical engineering; Computer science; Structural engineering; Engineering; Manufacturing engineering","score_opus":0.011599027893944855,"score_gpt":0.24006680367235889,"score_spread":0.22846777577841404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410130189","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42039612,0.00018477491,0.5738173,0.00006541204,0.00003177905,0.000109851695,0.00018256962,0.00093436835,0.0042777685],"genre_scores_gemma":[0.8943978,0.00012833872,0.104344085,0.000018649087,0.000004675594,0.00017902671,0.0000866322,0.000051641873,0.0007890491],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997197,0.000050074123,0.0000132189125,0.00003989623,0.00015852934,0.000018562763],"domain_scores_gemma":[0.9993623,0.00035064737,0.00008906805,0.00010198573,0.000081748556,0.000014245574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005804963,0.0005319899,0.0004079206,0.0003896785,0.00016057598,0.0004720364,0.0005370695,0.0009142752,0.00072828704],"category_scores_gemma":[0.0011129704,0.00030743517,0.0004426917,0.00023111368,0.00036984376,0.00043798942,0.00027678974,0.000404688,0.00024964823],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046288576,0.00013286476,0.0015345931,0.00008648166,0.000014252781,0.000076679324,0.000060370476,0.87585837,0.10328322,0.0015504567,0.00009202773,0.017264294],"study_design_scores_gemma":[0.000002702462,0.00003981428,0.00036245043,0.0000032576345,0.0000021007972,0.000009439736,0.0000046387127,0.98302436,0.016180549,0.00020655389,0.0001597244,0.0000043500936],"about_ca_topic_score_codex":0.000526781,"about_ca_topic_score_gemma":0.00092489255,"teacher_disagreement_score":0.0009142752,"about_ca_system_score_codex":0.00033823022,"about_ca_system_score_gemma":0.00037808137,"threshold_uncertainty_score":0.0030699372},"labels":[],"label_agreement":null}]}