{"meta":{"query_hash":"f572c4afb6c6","filters":{"venue":"Computational methods in applied sciences"},"cohort_total":8,"direct_labels_cover":0,"predictions_cover":8,"exported":8,"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/f572c4afb6c6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Computational+methods+in+applied+sciences"},"results":[{"id":"W128595823","doi":"10.1007/978-94-007-5134-7_16","title":"Structural Seismic Fragility Analysis of RC Frame with a New Family of Rayleigh Damping Models","year":2012,"lang":"en","type":"book-chapter","venue":"Computational methods in applied sciences","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Université de Montréal","funders":"Électricité de France","keywords":"Fragility; Earthquake shaking table; Structural engineering; Vulnerability (computing); Moment (physics); Incremental Dynamic Analysis; Frame (networking); Structural system; Geology; Vulnerability assessment; Engineering; Ground motion; Computer science; Physics","score_opus":0.06855571422781921,"score_gpt":0.32815326158812447,"score_spread":0.25959754736030527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W128595823","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039366666,0.0011679117,0.9142851,0.0000073922492,0.00007453078,0.00013442436,0.000031773,0.000037991103,0.044894185],"genre_scores_gemma":[0.57732445,0.000040399234,0.4223732,0.00003873473,0.000035638193,0.0000037941186,0.00003055522,0.000013721243,0.00013951528],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998161,0.0000243098,0.00065543206,0.00034888575,0.0005799436,0.0002304296],"domain_scores_gemma":[0.99891204,0.00044010693,0.00029097605,0.00021260932,0.00007113948,0.00007315504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008988749,0.00027712205,0.0008962823,0.0011041444,0.0000569006,0.000018852365,0.00040235164,0.0001588842,0.000068165005],"category_scores_gemma":[0.000008115875,0.00023368314,0.00018234884,0.0009565722,0.0003886989,0.00014831929,0.00005559929,0.0002736135,0.000001225322],"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":[0.000007383468,0.0000034475045,0.00021300362,0.000051818777,0.00044771834,1.4989764e-7,0.00033600017,0.9622081,0.00030309794,0.013771775,0.0000048449065,0.02265266],"study_design_scores_gemma":[0.00011039727,0.000012469771,0.0014181485,0.00005965846,0.000421066,5.346512e-7,0.000055470242,0.88457316,0.00019882055,0.11288737,0.000036894045,0.00022600588],"about_ca_topic_score_codex":0.00005715358,"about_ca_topic_score_gemma":0.0000050440467,"teacher_disagreement_score":0.5379578,"about_ca_system_score_codex":0.000063801184,"about_ca_system_score_gemma":0.0001458341,"threshold_uncertainty_score":0.9529322},"labels":[],"label_agreement":null},{"id":"W166617579","doi":"10.1007/978-1-4020-8584-0_9","title":"Progressive Damage Modeling of Composite Materials Under Both Tensile and Compressive Loading Regimes","year":2008,"lang":"en","type":"book-chapter","venue":"Computational methods in applied sciences","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ultimate tensile strength; Materials science; Compression (physics); Tension (geology); Structural engineering; Composite number; Displacement (psychology); Composite material; Tensile testing; Engineering","score_opus":0.06774525610474151,"score_gpt":0.3437226205959752,"score_spread":0.27597736449123367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W166617579","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05290905,0.0055029774,0.7456958,0.000056409008,0.00069547683,0.0015975664,0.00011253715,0.00031368676,0.19311649],"genre_scores_gemma":[0.250446,0.00006421654,0.7489994,0.000026593745,0.000050265844,0.000025768226,0.000027542734,0.0000479547,0.00031224458],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980101,0.0000694148,0.00069434464,0.0004983333,0.00047113132,0.00025670408],"domain_scores_gemma":[0.9985353,0.0008664894,0.00025580617,0.00017424695,0.00008107131,0.00008710087],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00057327776,0.0003656035,0.00075018615,0.0003788735,0.00014621834,0.00007501884,0.00038665603,0.00021485183,0.00008351602],"category_scores_gemma":[0.000014811353,0.00035490212,0.000057143534,0.00011776418,0.0005876731,0.0000893529,0.00018655245,0.00028739392,0.0000059472695],"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":[0.000016026179,0.0000139014455,0.000005663823,0.00012437406,0.000039747192,0.000012661469,0.00018985558,0.8362019,0.062204458,0.09953149,0.000041146013,0.0016187798],"study_design_scores_gemma":[0.00039466002,0.00005893047,0.00009157646,0.00073603913,0.0000584481,0.00005622243,0.000055739067,0.8256646,0.030512063,0.14160904,0.000079393954,0.0006832785],"about_ca_topic_score_codex":0.0000023406997,"about_ca_topic_score_gemma":2.0080559e-7,"teacher_disagreement_score":0.19753695,"about_ca_system_score_codex":0.00005382575,"about_ca_system_score_gemma":0.000056464818,"threshold_uncertainty_score":0.99989027},"labels":[],"label_agreement":null},{"id":"W191358350","doi":"10.1007/978-94-007-5134-7_9","title":"Enhanced Monte Carlo for Reliability-Based Design and Calibration","year":2012,"lang":"en","type":"book-chapter","venue":"Computational methods in applied sciences","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","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":"University of Calgary","funders":"","keywords":"Monte Carlo method; Quantile; Reliability (semiconductor); Parametric statistics; Range (aeronautics); Margin (machine learning); Calibration; Random variable; Limit (mathematics); Computer science; Set (abstract data type); Algorithm; Applied mathematics; Mathematical optimization; Mathematics; Reliability engineering; Statistical physics; Statistics; Engineering; Physics; Power (physics)","score_opus":0.21955476304849586,"score_gpt":0.42730840963601613,"score_spread":0.20775364658752027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W191358350","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000018392175,0.0005057067,0.98534954,0.00014356508,0.00038986647,0.0011076893,0.000018735243,0.000050694365,0.012415789],"genre_scores_gemma":[0.017075397,0.000006518397,0.97931546,0.00013537431,0.00010931709,0.00014999397,0.000005988862,0.000023385806,0.0031785641],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9964648,0.00025330455,0.0009169474,0.0009944697,0.001049736,0.00032073978],"domain_scores_gemma":[0.9793397,0.01961959,0.00039115932,0.00029570225,0.00022028647,0.00013357386],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.015317308,0.0003219198,0.000578206,0.00055304973,0.00026894218,0.00021543153,0.00064835476,0.00027468693,0.000060082635],"category_scores_gemma":[0.0018448689,0.0002518674,0.000100440375,0.00029363635,0.00075351703,0.00015369696,0.000090528614,0.00023367169,0.000009293073],"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":[0.000029637153,0.0000110150995,0.0000022864076,0.0000185857,0.000003890882,1.865576e-7,0.00009016142,0.73404,0.00011512414,0.22065027,0.00014856594,0.044890266],"study_design_scores_gemma":[0.00016796745,0.00004412476,0.000017478502,0.000025754542,0.000010703919,6.91671e-7,0.000014078565,0.5153246,0.0001895415,0.48264465,0.0013684739,0.0001919354],"about_ca_topic_score_codex":0.0000015015496,"about_ca_topic_score_gemma":8.6362445e-7,"teacher_disagreement_score":0.26199436,"about_ca_system_score_codex":0.000092048635,"about_ca_system_score_gemma":0.00042662065,"threshold_uncertainty_score":0.9999934},"labels":[],"label_agreement":null},{"id":"W2258230758","doi":"10.1007/1-4020-3393-1_6","title":"Unified Modelling Theories for the Dynamics of Multidisciplinary Multibody Systems","year":2005,"lang":"en","type":"book-chapter","venue":"Computational methods in applied sciences","topic":"Dynamics and Control of Mechanical Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Multidisciplinary approach; Multibody system; Dynamics (music); Computer science; Cognitive science; Physics; Psychology; Classical mechanics; Sociology; Social science","score_opus":0.04330041943752948,"score_gpt":0.32768128887530507,"score_spread":0.2843808694377756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2258230758","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000018080626,0.0016524831,0.93864375,0.000046032634,0.00074157375,0.00083985634,0.000076299744,0.00005224698,0.057929642],"genre_scores_gemma":[0.22667247,0.00011354173,0.7689985,0.000010999385,0.0002791411,0.00018836276,0.00004640655,0.0000649491,0.0036256341],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983536,0.000037224087,0.00069670187,0.00031975086,0.00037369048,0.00021905695],"domain_scores_gemma":[0.9959429,0.003540312,0.00022132618,0.00017686166,0.00007870056,0.000039895473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024144202,0.0002649234,0.00050659775,0.00017128151,0.00016269163,0.000064458334,0.00057366915,0.00019861832,0.0000046689465],"category_scores_gemma":[0.000020065027,0.00019557464,0.00012557497,0.00009869737,0.00026523654,0.00003810718,0.00007138901,0.00023965006,0.0000018232863],"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":[0.000006555033,0.0000033763292,3.0847133e-7,0.000054158532,0.000023171347,1.1334676e-7,0.000040699546,0.5014966,0.00002104313,0.48872158,0.000001255398,0.009631133],"study_design_scores_gemma":[0.0001627714,0.000016190816,0.0000019418683,0.00008399122,0.000018756142,9.973326e-7,0.00011226575,0.68630004,0.000002300714,0.31281275,0.00033500732,0.00015296109],"about_ca_topic_score_codex":0.0000073022698,"about_ca_topic_score_gemma":0.0000155982,"teacher_disagreement_score":0.2266544,"about_ca_system_score_codex":0.0001365547,"about_ca_system_score_gemma":0.000071912626,"threshold_uncertainty_score":0.79753023},"labels":[],"label_agreement":null},{"id":"W2795866604","doi":"10.1007/978-3-319-91494-7_7","title":"A Brief History of Simple Invariant Solutions in Turbulence","year":2018,"lang":"en","type":"book-chapter","venue":"Computational methods in applied sciences","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Invariant (physics); Dynamical systems theory; Turbulence; Discretization; Flow (mathematics); Bifurcation; Boundary value problem; Fluid dynamics; Simple (philosophy); Classical mechanics; Hopf bifurcation; Mathematics; Computer science; Physics; Mechanics; Mathematical analysis; Nonlinear system","score_opus":0.05695211402433976,"score_gpt":0.29953638756228457,"score_spread":0.24258427353794482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795866604","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00020957907,0.0020211723,0.30507842,0.000022449429,0.0008248623,0.00032643613,0.000034649504,0.000064757405,0.6914177],"genre_scores_gemma":[0.023344329,0.00012040059,0.9698339,0.00009897483,0.00011850896,0.000044038177,0.000041841504,0.00004890474,0.006349102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984894,0.000032671032,0.00054019166,0.0003661237,0.00032878722,0.00024282181],"domain_scores_gemma":[0.9991135,0.0005341713,0.00010737336,0.00015559171,0.000042774354,0.000046605852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013935154,0.00021401851,0.0003630566,0.0005486023,0.000038085447,0.000014937103,0.00039544184,0.00016443417,0.00027990752],"category_scores_gemma":[0.000041545147,0.00022875541,0.000059457114,0.00016281838,0.0006207947,0.000049506303,0.00010349294,0.000271527,0.00001425085],"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":[0.0000024829844,0.000010135338,0.000003916767,0.000042963948,0.000007455419,0.0000019494182,0.00023184618,0.60958254,0.0001099751,0.384028,0.0007868963,0.005191859],"study_design_scores_gemma":[0.00010417506,0.000015476446,0.00007895579,0.00006573478,0.000004288819,0.0000017837043,0.0000050948756,0.66885805,0.000004884718,0.3214256,0.009264822,0.0001711433],"about_ca_topic_score_codex":0.000019677851,"about_ca_topic_score_gemma":0.00005609934,"teacher_disagreement_score":0.6850686,"about_ca_system_score_codex":0.00041393843,"about_ca_system_score_gemma":0.00030764219,"threshold_uncertainty_score":0.9328375},"labels":[],"label_agreement":null},{"id":"W3527146","doi":"10.1007/978-94-007-5404-1_6","title":"Symbolic Sensitivity Analysis of Multibody Systems","year":2012,"lang":"en","type":"book-chapter","venue":"Computational methods in applied sciences","topic":"Dynamics and Control of Mechanical Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sensitivity (control systems); Computer science; Process (computing); Key (lock); Multibody system; Symbolic data analysis; Software; Control engineering; Theoretical computer science; Engineering; Programming language; Electronic engineering; Computer security","score_opus":0.037249969631917235,"score_gpt":0.3264434367483461,"score_spread":0.28919346711642885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3527146","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00026352092,0.0015974168,0.7973882,0.0000056819267,0.00060211675,0.00030309195,0.000055916087,0.00006519213,0.19971885],"genre_scores_gemma":[0.8598404,0.000036274432,0.13906443,0.000012798913,0.00012267737,0.000023156632,0.000034329532,0.000029148441,0.00083676656],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99826735,0.00009134175,0.00062434864,0.0003066185,0.00048316375,0.00022715783],"domain_scores_gemma":[0.99812216,0.0013722999,0.00021151539,0.00016170646,0.000054527176,0.00007778064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031184468,0.00023855569,0.00089457235,0.0007113694,0.00004700861,0.000039354523,0.00022137167,0.00020528112,0.00002129983],"category_scores_gemma":[0.000023656321,0.00022380326,0.00017761285,0.00038826308,0.00014429534,0.00003575747,0.000051727726,0.00021276559,0.000009523376],"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":[0.0000012871574,0.0000054403213,0.00001281274,0.00003749567,0.00021089814,6.762724e-7,0.000028594102,0.6090625,0.0005067157,0.37717587,0.0000023091782,0.01295543],"study_design_scores_gemma":[0.0000915893,0.0000076150104,0.00034447713,0.00005213018,0.0002233012,0.0000015122337,0.000018557177,0.98056084,0.000008832518,0.017787607,0.00067651964,0.00022699375],"about_ca_topic_score_codex":0.000020266833,"about_ca_topic_score_gemma":0.000015931235,"teacher_disagreement_score":0.8595769,"about_ca_system_score_codex":0.000101312246,"about_ca_system_score_gemma":0.00003965229,"threshold_uncertainty_score":0.9126432},"labels":[],"label_agreement":null},{"id":"W4401114843","doi":"10.1007/978-3-031-61109-4_12","title":"Numerical Simulation of an A320 Morphing Wing Through Frequency Modulation in the Vicinity of the Trailing Edge in Subsonic Regimes","year":2024,"lang":"en","type":"book-chapter","venue":"Computational methods in applied sciences","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Trailing edge; Wing; Morphing; Aerospace engineering; Physics; Acoustics; Mechanics; Computer science; Engineering","score_opus":0.05116547992303615,"score_gpt":0.3514839380212783,"score_spread":0.30031845809824215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401114843","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14944789,0.0007162816,0.7924313,0.00011071837,0.0005813041,0.0007968369,0.000026485252,0.000050659302,0.055838514],"genre_scores_gemma":[0.82605386,0.000008302135,0.17381032,0.000017635255,0.000039232487,0.000008621372,0.00001889875,0.000019085623,0.000024037885],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980758,0.00011228438,0.0007827912,0.0003401362,0.00052840734,0.00016059125],"domain_scores_gemma":[0.99770325,0.0019029981,0.00017110573,0.00015969685,0.000047866008,0.000015080885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019956133,0.00021145765,0.00034355719,0.0003260646,0.00006816513,0.000041159805,0.00046541757,0.00013469138,0.0000049113396],"category_scores_gemma":[0.000065479195,0.0001632324,0.0000855639,0.00067368214,0.00021519863,0.00013979162,0.00005015044,0.00047910924,6.2035883e-7],"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":[0.0000021114156,0.000010316268,0.000056012246,0.00005640417,0.000004870329,7.201746e-7,0.0008886128,0.6802743,0.0001946852,0.31382915,1.3288822e-7,0.004682694],"study_design_scores_gemma":[0.000065033535,0.000008617785,0.003217168,0.00014464838,0.0000051814113,0.0000011171678,0.00006612855,0.5771662,0.000010178615,0.4192202,0.000004495467,0.00009099808],"about_ca_topic_score_codex":0.00003444627,"about_ca_topic_score_gemma":0.00006028938,"teacher_disagreement_score":0.676606,"about_ca_system_score_codex":0.00012171097,"about_ca_system_score_gemma":0.00011926755,"threshold_uncertainty_score":0.66564244},"labels":[],"label_agreement":null},{"id":"W905913580","doi":"10.1007/978-3-319-18320-6_17","title":"Hierarchical Topology Optimization for Bone Tissue Scaffold: Preliminary Results on the Design of a Fracture Fixation Plate","year":2015,"lang":"en","type":"book-chapter","venue":"Computational methods in applied sciences","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Topology optimization; Topology (electrical circuits); Biomedical engineering; Materials science; Stiffness; Scaffold; Implant; Bone tissue; Computer science; Biological system; Structural engineering; Finite element method; Engineering; Composite material; Surgery","score_opus":0.06835773996946605,"score_gpt":0.34691719667357074,"score_spread":0.2785594567041047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W905913580","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000404278,0.00028037312,0.9689665,0.00043002085,0.0003922684,0.00090401573,0.000042036158,0.0000965091,0.028884271],"genre_scores_gemma":[0.005549408,0.000026118227,0.99315643,0.000079606274,0.00010817545,0.00012451356,0.00009902716,0.000043941884,0.00081275246],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99834514,0.000099415054,0.0006333554,0.00038645783,0.00032471382,0.00021090834],"domain_scores_gemma":[0.99494326,0.0044814446,0.00023966849,0.00018200111,0.00010627122,0.000047361373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022232495,0.00027208455,0.00038528198,0.00046309843,0.000114657174,0.000023750534,0.00034110522,0.0003761028,0.000059252994],"category_scores_gemma":[0.0003777966,0.00022911103,0.00004283868,0.00018704758,0.000464942,0.000051903375,0.00004558994,0.0003230486,0.0000034411687],"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":[0.00010823179,0.000007297668,7.5610444e-8,0.000027747608,0.000016334403,6.3940445e-7,0.00018638793,0.82905716,0.000026117075,0.16540644,0.00071184145,0.0044517433],"study_design_scores_gemma":[0.00030930396,0.000193556,0.0000030886324,0.00006061688,0.000014825056,0.0000051412967,0.000018227562,0.8503063,0.00019619292,0.14712799,0.0015790861,0.00018570152],"about_ca_topic_score_codex":5.6118296e-7,"about_ca_topic_score_gemma":2.812975e-7,"teacher_disagreement_score":0.028071519,"about_ca_system_score_codex":0.00010109456,"about_ca_system_score_gemma":0.00011387391,"threshold_uncertainty_score":0.93428767},"labels":[],"label_agreement":null}]}