{"meta":{"query_hash":"5698ca6802d2","filters":{"venue":"Notes on numerical fluid mechanics and multidisciplinary design"},"cohort_total":20,"direct_labels_cover":0,"predictions_cover":20,"exported":20,"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/5698ca6802d2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Notes+on+numerical+fluid+mechanics+and+multidisciplinary+design"},"results":[{"id":"W13356663","doi":"10.1007/978-3-642-01106-1_15","title":"Tomographic Reconstruction and Efficient Rendering of Refractive Gas Flows","year":2009,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":5,"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":"Schlieren; Rendering (computer graphics); Computer science; Tomographic reconstruction; Computer graphics (images); Optics; Iterative reconstruction; Computer vision; Physics","score_opus":0.029954779233443727,"score_gpt":0.26890139866716495,"score_spread":0.23894661943372122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W13356663","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02284613,0.0005029838,0.96680176,0.00023902932,0.000075782,0.00006577232,0.00017829306,0.0015010898,0.007789241],"genre_scores_gemma":[0.2033041,0.0009813942,0.7873833,0.00007376485,0.00006157614,0.00008665519,0.00031605962,0.00083805795,0.006955077],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998517,0.000037755435,0.0000071721984,0.000012458688,0.000075746975,0.000015128677],"domain_scores_gemma":[0.99969125,0.00017142697,0.00001885435,0.000054043274,0.000045561283,0.000019004727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030193877,0.0006364808,0.00053227745,0.0006417707,0.0002808786,0.0012634475,0.0007619522,0.0006316777,0.0054719597],"category_scores_gemma":[0.0014587006,0.0005777601,0.00046745126,0.00069436507,0.00050215336,0.0009159759,0.00089409837,0.0010058767,0.0006373182],"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":[0.00069718814,0.000114338625,0.00067133666,0.0004663241,0.000058116602,0.0006100718,0.0006358719,0.32425597,0.18304922,0.12687707,0.014130521,0.34843394],"study_design_scores_gemma":[0.000030948955,0.000017742974,0.00015108893,0.000014198305,0.000006762398,0.00023807309,0.00003263171,0.96243185,0.022105208,0.009269784,0.0056883637,0.000013302732],"about_ca_topic_score_codex":0.0021446978,"about_ca_topic_score_gemma":0.0021948414,"teacher_disagreement_score":0.0054719597,"about_ca_system_score_codex":0.0004478586,"about_ca_system_score_gemma":0.00054119725,"threshold_uncertainty_score":0.0183056},"labels":[],"label_agreement":null},{"id":"W1505573608","doi":"10.1007/978-3-642-13094-6_6","title":"Dependency Discovery in Data Quality","year":2010,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":18,"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 Toronto","funders":"","keywords":"Dependency (UML); Computer science; Bayesian network; Data mining; Data quality; Consistency (knowledge bases); Completeness (order theory); Functional dependency; Dependency theory (database theory); Quality (philosophy); Knowledge extraction; Artificial intelligence; Relational database; Mathematics; Engineering","score_opus":0.3158537684515106,"score_gpt":0.42526183407947443,"score_spread":0.10940806562796385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1505573608","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":[0.0034495997,0.005404041,0.95471597,0.014631495,0.0005051376,0.00006929046,0.00048449938,0.00057856616,0.020161366],"genre_scores_gemma":[0.3378377,0.010861637,0.6106724,0.0046289684,0.0037895637,0.00058368174,0.0022127593,0.0012923643,0.028120961],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.98435473,0.006221185,0.0012693945,0.0022845287,0.0054141544,0.00045595533],"domain_scores_gemma":[0.8464031,0.12334338,0.0028677345,0.019419538,0.00691642,0.0010498078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.019837763,0.0011468191,0.0024971126,0.0058082296,0.002115941,0.005373404,0.0030153205,0.0020968744,0.009878821],"category_scores_gemma":[0.09628286,0.0017370657,0.0025386673,0.008965804,0.010407906,0.018527348,0.005681264,0.00901054,0.0015388941],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038312442,0.000022166223,0.0008578798,0.00018116191,0.000045707988,0.00007569005,0.00024995886,0.0036856825,0.000111018475,0.9142354,0.015127409,0.06536975],"study_design_scores_gemma":[0.0000053968956,0.0000053455183,0.00019227341,0.000038215767,0.000014908414,0.000052401552,0.000027007445,0.019985689,0.00029769947,0.97123724,0.008133663,0.000010187308],"about_ca_topic_score_codex":0.003496756,"about_ca_topic_score_gemma":0.0015559086,"teacher_disagreement_score":0.019837763,"about_ca_system_score_codex":0.0041230093,"about_ca_system_score_gemma":0.002069423,"threshold_uncertainty_score":0.10491341},"labels":[],"label_agreement":null},{"id":"W1526254732","doi":"10.1007/978-3-642-02144-2_15","title":"Using Macromodels to Manage Collections of Related Models","year":2009,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":45,"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 Toronto","funders":"","keywords":"Computer science; Consistency (knowledge bases); Abstraction; Software engineering; Artificial intelligence","score_opus":0.06180060585131288,"score_gpt":0.2766545943067171,"score_spread":0.21485398845540424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1526254732","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020227935,0.00032200982,0.9813688,0.00011923163,0.00010165261,0.0000989996,0.00062345655,0.010226545,0.0051164865],"genre_scores_gemma":[0.03471561,0.0011993499,0.9360197,0.0001773034,0.00009498398,0.00047695427,0.006005844,0.008429926,0.012880369],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99819463,0.0002994436,0.00025011267,0.00030729198,0.00085274637,0.0000958497],"domain_scores_gemma":[0.99675214,0.0011169667,0.00015932183,0.0015089893,0.00031414887,0.0001483763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028836562,0.0018554184,0.0021863584,0.004324696,0.0024385843,0.006465955,0.004413827,0.0015299021,0.016706005],"category_scores_gemma":[0.008582036,0.002300815,0.003907742,0.0054404517,0.0017795127,0.011637166,0.006802153,0.0038416784,0.006669099],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017159543,0.00017632147,0.0009044877,0.00097071746,0.00023921106,0.00081627973,0.0015128369,0.05260893,0.007297711,0.46128744,0.043062937,0.43095157],"study_design_scores_gemma":[0.000072809475,0.000049198963,0.00020423408,0.00025701936,0.00021236802,0.00059052865,0.00018836361,0.15483089,0.012563975,0.5325393,0.29837754,0.00011378987],"about_ca_topic_score_codex":0.0020921892,"about_ca_topic_score_gemma":0.0032890926,"teacher_disagreement_score":0.016706005,"about_ca_system_score_codex":0.0013640079,"about_ca_system_score_gemma":0.0014031624,"threshold_uncertainty_score":0.055887222},"labels":[],"label_agreement":null},{"id":"W1549681102","doi":"10.1007/978-3-540-72988-4_16","title":"Towards a Framework for Tracking Legal Compliance in Healthcare","year":2007,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":122,"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 Ottawa","funders":"","keywords":"Custodians; Legislation; Health care; Internet privacy; Personally identifiable information; Business; Quality (philosophy); Data Protection Act 1998; Compliance (psychology); Control (management); Computer science; Computer security; Knowledge management; Law; Political science","score_opus":0.1563653930191695,"score_gpt":0.38705811225698317,"score_spread":0.23069271923781368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1549681102","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018207906,0.000881797,0.959953,0.008684162,0.00023319948,0.0003657972,0.00042084212,0.0012924274,0.026347963],"genre_scores_gemma":[0.07935137,0.0010995645,0.90994555,0.0013219485,0.00020918835,0.0005845239,0.0008019544,0.00018469877,0.006501195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.97726977,0.0103766,0.002644161,0.002916183,0.0056225997,0.0011706703],"domain_scores_gemma":[0.9798774,0.009181204,0.001884309,0.0041059004,0.004149168,0.000802006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02078332,0.0013442982,0.0015487692,0.0075637205,0.004520359,0.021042394,0.0059628263,0.008674268,0.007903806],"category_scores_gemma":[0.039767303,0.0017531427,0.002358608,0.0055242903,0.014386365,0.021464398,0.010555613,0.0089513,0.0025677776],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009504385,0.000036800917,0.0005530291,0.00006344817,0.000018654599,0.000093415154,0.0008620589,0.0050353757,0.00019139398,0.95657545,0.0075082886,0.02905265],"study_design_scores_gemma":[0.000012447644,0.000028252769,0.00046146679,0.0003583226,0.000029787785,0.00019685927,0.0012737535,0.061872914,0.00085634016,0.87652034,0.05832932,0.00006025861],"about_ca_topic_score_codex":0.025511364,"about_ca_topic_score_gemma":0.022272745,"teacher_disagreement_score":0.025511364,"about_ca_system_score_codex":0.0062175733,"about_ca_system_score_gemma":0.010160192,"threshold_uncertainty_score":0.109914005},"labels":[],"label_agreement":null},{"id":"W1574403820","doi":"10.1007/3-540-45341-5_30","title":"Design and Implementation of a UML-Based Design Repository","year":2001,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Software Engineering Research","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Unified Modeling Language; Metamodeling; Computer science; Software engineering; Applications of UML; UML tool; Systems engineering; Software; Engineering; Programming language","score_opus":0.03907834946473531,"score_gpt":0.29198684676792386,"score_spread":0.25290849730318854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1574403820","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0049407138,0.00009107462,0.95771724,0.00031546352,0.00009523098,0.0007400724,0.00045150024,0.032986112,0.0026626019],"genre_scores_gemma":[0.04315619,0.00024485757,0.9390053,0.000341264,0.000038358496,0.0010685957,0.0031403461,0.006587126,0.0064179054],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99168384,0.0020721168,0.0014057717,0.0011881703,0.0031233116,0.00052686356],"domain_scores_gemma":[0.9863137,0.004610066,0.00092653325,0.0045336187,0.002770677,0.0008453972],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017646117,0.0016770118,0.0017517153,0.0040179933,0.0012517364,0.009669983,0.008692451,0.0033341823,0.014343096],"category_scores_gemma":[0.025698308,0.00322755,0.0025239775,0.0022070506,0.0017352963,0.007476309,0.0050951247,0.004753449,0.0071455254],"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":[0.0014108212,0.0020319023,0.0057046353,0.0022486025,0.00059062627,0.0016997866,0.0062840944,0.059184086,0.06794312,0.106843784,0.04439362,0.70166487],"study_design_scores_gemma":[0.0015969246,0.0008320228,0.0021450364,0.0011374941,0.00079741376,0.0014913421,0.0010374598,0.52636945,0.14493562,0.037547763,0.28164798,0.00046143765],"about_ca_topic_score_codex":0.0035092519,"about_ca_topic_score_gemma":0.002759035,"teacher_disagreement_score":0.017646117,"about_ca_system_score_codex":0.0016871699,"about_ca_system_score_gemma":0.005297812,"threshold_uncertainty_score":0.093322694},"labels":[],"label_agreement":null},{"id":"W1583292227","doi":"10.1007/3-540-47961-9_21","title":"Babel: An XML-Based Application Integration Framework","year":2002,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Advanced Database Systems and Queries","field":"Computer Science","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":"University of Alberta","funders":"","keywords":"Computer science; Business logic; XML; Architectural style; Database; Database schema; Software engineering; Architecture; World Wide Web; Database design","score_opus":0.04159326601869294,"score_gpt":0.2778976785735423,"score_spread":0.23630441255484935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1583292227","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":[0.0016205362,0.0005988138,0.8518779,0.00033947232,0.00016356604,0.0001591602,0.0016865163,0.13650875,0.0070452886],"genre_scores_gemma":[0.06309601,0.0023986853,0.8120382,0.0022387332,0.00022822696,0.0012830418,0.027995955,0.048959915,0.041761298],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99784875,0.00038303682,0.00026095644,0.00030719253,0.0010073935,0.00019259144],"domain_scores_gemma":[0.99843866,0.0005981189,0.00008397037,0.0003753896,0.00034740486,0.00015648209],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039228667,0.0017911684,0.001825532,0.0026911343,0.0012200896,0.005065941,0.0043886304,0.0022238714,0.015262225],"category_scores_gemma":[0.0051272935,0.0022135063,0.001681426,0.0025860907,0.001007116,0.007461731,0.0045808298,0.0045212125,0.012932982],"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":[0.0012580844,0.0004509343,0.0012552943,0.0016234372,0.00038392906,0.0007367056,0.0011212799,0.016146488,0.02505107,0.13024978,0.2973656,0.52435744],"study_design_scores_gemma":[0.0004416585,0.00019489034,0.0010879465,0.0006012148,0.0003600973,0.001024331,0.0002079182,0.17999808,0.05063168,0.12542287,0.6397188,0.00031055833],"about_ca_topic_score_codex":0.0039933175,"about_ca_topic_score_gemma":0.0029071553,"teacher_disagreement_score":0.015262225,"about_ca_system_score_codex":0.0008775619,"about_ca_system_score_gemma":0.0018454269,"threshold_uncertainty_score":0.05105722},"labels":[],"label_agreement":null},{"id":"W1759713541","doi":"10.1007/3-540-45017-3_5","title":"Query Processing and Optimization for Regular Path Expressions","year":2003,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Path expression; Path (computing); Joins; Computer science; Expression (computer science); Fast path; Longest path problem; Shortest path problem; Algorithm; XML; Theoretical computer science; Computer network; Programming language; World Wide Web; Graph","score_opus":0.036016215496402215,"score_gpt":0.26724035591998196,"score_spread":0.23122414042357975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1759713541","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006840101,0.00086071825,0.98486716,0.0003659884,0.000058057354,0.0001257646,0.00043517922,0.002972246,0.0034747105],"genre_scores_gemma":[0.10027607,0.0009942541,0.88646597,0.00024487733,0.0001735639,0.00032727825,0.0024856252,0.001213146,0.007819219],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99365604,0.0014211849,0.0007060251,0.0009614458,0.0027076043,0.00054782594],"domain_scores_gemma":[0.993923,0.0037443296,0.00024906182,0.0012195166,0.00074785034,0.000116204676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00399798,0.00129387,0.0025964219,0.0018301534,0.0012278523,0.0046421257,0.0030839997,0.0012364838,0.009065959],"category_scores_gemma":[0.014908653,0.0010889745,0.0019991933,0.0045510666,0.0021931066,0.0075666565,0.00265674,0.002810637,0.002791313],"study_design_candidate":"theoretical_or_conceptual","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":[0.00084027107,0.00022924528,0.0009839066,0.00072807324,0.00014680528,0.00015714247,0.00056600996,0.14621715,0.006964947,0.35911018,0.03895469,0.4451016],"study_design_scores_gemma":[0.000074793716,0.000074068426,0.00019062235,0.000038887378,0.000056262368,0.000110506655,0.00012007389,0.68226194,0.0051843636,0.29962575,0.012229364,0.00003333006],"about_ca_topic_score_codex":0.0063611926,"about_ca_topic_score_gemma":0.005863512,"teacher_disagreement_score":0.009065959,"about_ca_system_score_codex":0.0020771923,"about_ca_system_score_gemma":0.0022006158,"threshold_uncertainty_score":0.030328631},"labels":[],"label_agreement":null},{"id":"W1784346908","doi":"10.1007/978-3-642-02144-2_18","title":"Improving Model Quality Using Diagram Coverage Criteria","year":2009,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":3,"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 Toronto","funders":"","keywords":"Presentation (obstetrics); Use Case Diagram; Computer science; Quality (philosophy); Diagram; Influence diagram; Process (computing); System context diagram; Class diagram; Data mining; Unified Modeling Language; Database; Programming language","score_opus":0.06655778547837442,"score_gpt":0.3098409663158022,"score_spread":0.24328318083742778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1784346908","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034228746,0.0004048828,0.955556,0.0003381629,0.000044211698,0.00008596087,0.0002590479,0.005495261,0.003587778],"genre_scores_gemma":[0.51745546,0.00037901138,0.47493157,0.0001468573,0.000043946195,0.00011215432,0.0012847726,0.0034594182,0.0021867957],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.990226,0.002579419,0.00056390784,0.0006823747,0.005576941,0.0003713455],"domain_scores_gemma":[0.95106316,0.028875753,0.0022228796,0.008081114,0.00910666,0.0006504634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005692502,0.0011376115,0.0015101308,0.003845818,0.00084049004,0.0027781047,0.0015647149,0.0012474634,0.0063953586],"category_scores_gemma":[0.056833364,0.0010504009,0.0015354187,0.002683681,0.00081636035,0.0047478937,0.0028517044,0.0016010801,0.0008081444],"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":[0.00061099813,0.00031197685,0.010538749,0.0007023163,0.00020852417,0.00026878805,0.00057873357,0.25121576,0.025105044,0.037556984,0.010275051,0.662627],"study_design_scores_gemma":[0.000057190322,0.00009054663,0.00089610484,0.00009560529,0.00011529088,0.00014131432,0.0000884924,0.95752585,0.01462911,0.021229941,0.0051039453,0.000026636151],"about_ca_topic_score_codex":0.0035514964,"about_ca_topic_score_gemma":0.0049080364,"teacher_disagreement_score":0.0063953586,"about_ca_system_score_codex":0.0010043547,"about_ca_system_score_gemma":0.0013840498,"threshold_uncertainty_score":0.030105174},"labels":[],"label_agreement":null},{"id":"W182123405","doi":"10.1007/978-3-540-70805-6_14","title":"The Development of Numerical Fluid Mechanics and Aerodynamics since the 1960s: US and Canada","year":2009,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aerodynamics; Aerospace; Computational fluid dynamics; Finite element method; Aerospace engineering; Euler's formula; Euler equations; Development (topology); Finite volume method; Computer science; Mechanical engineering; Engineering; Applied mathematics; Mechanics; Mathematics; Physics; Structural engineering; Mathematical analysis","score_opus":0.012533546583404616,"score_gpt":0.21267625081723265,"score_spread":0.20014270423382804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W182123405","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005991585,0.28687024,0.0086961435,0.03554169,0.010218389,0.00009317548,0.0020774356,0.00041108066,0.6501002],"genre_scores_gemma":[0.07062984,0.20448324,0.009799642,0.003318899,0.0009437444,0.000060177736,0.0009275637,0.00039909713,0.7094378],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972057,0.00011181087,0.000071440314,0.00024369021,0.0019917593,0.0003755555],"domain_scores_gemma":[0.99739754,0.00018092252,0.00006073476,0.00006655812,0.0019659277,0.00032832587],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016690666,0.0010512914,0.0005604829,0.0032525933,0.0071666283,0.0062498148,0.0018222748,0.0020715205,0.021093523],"category_scores_gemma":[0.0038253414,0.0006877407,0.0005467721,0.009097173,0.005548914,0.0021629126,0.0020287877,0.002938515,0.0028872038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004528667,0.000037908863,0.0018187927,0.0004732225,0.000015276797,0.00012274251,0.0022739342,0.0020207267,0.00039824427,0.23087351,0.4954104,0.26650998],"study_design_scores_gemma":[0.0000031777968,0.000004400882,0.0017506242,0.00025768645,0.000004723997,0.00003876107,0.00042615048,0.0003787157,0.0002090366,0.0070132473,0.989897,0.000016560183],"about_ca_topic_score_codex":0.9851355,"about_ca_topic_score_gemma":0.99338526,"teacher_disagreement_score":0.9928334,"about_ca_system_score_codex":0.08979987,"about_ca_system_score_gemma":0.18337743,"threshold_uncertainty_score":0.6515467},"labels":[],"label_agreement":null},{"id":"W1884435899","doi":"10.1007/3-540-45140-4_4","title":"Towards Extensible Information Brokers Based on XML","year":2000,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Government of Canada","keywords":"Computer science; XML; Personalization; The Internet; World Wide Web; XML Schema (W3C); Database; Information retrieval; XML validation; XML Encryption","score_opus":0.026004889454211907,"score_gpt":0.24989840999228155,"score_spread":0.22389352053806966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1884435899","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0068803467,0.0012362964,0.9645037,0.0009557349,0.00034650924,0.0003467732,0.00048109418,0.020083182,0.0051663313],"genre_scores_gemma":[0.061008174,0.0023824626,0.9107647,0.00080595555,0.0002151804,0.0005393336,0.0052221436,0.0037011902,0.01536094],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9948138,0.0011957715,0.001117314,0.00072490657,0.0017409069,0.00040725202],"domain_scores_gemma":[0.9911773,0.002776966,0.00041706127,0.0039731795,0.0011757241,0.00047978648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014093584,0.0012907437,0.0026374664,0.0033805752,0.0018579547,0.010787228,0.005843176,0.0036465393,0.0076928367],"category_scores_gemma":[0.016615523,0.003490045,0.0022141899,0.005236725,0.0022406634,0.021122081,0.009895358,0.0063330736,0.0051896465],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010687903,0.0005536866,0.0024491607,0.0008084948,0.00029319507,0.00084472273,0.0030586463,0.018483233,0.01727232,0.54698616,0.050658274,0.3575232],"study_design_scores_gemma":[0.0004862935,0.00023111026,0.00053355086,0.000633849,0.00041512976,0.0005840778,0.0009823708,0.23045035,0.033037864,0.4407983,0.29164833,0.00019882653],"about_ca_topic_score_codex":0.0042050323,"about_ca_topic_score_gemma":0.0032598083,"teacher_disagreement_score":0.014093584,"about_ca_system_score_codex":0.0013274527,"about_ca_system_score_gemma":0.0017319517,"threshold_uncertainty_score":0.07453483},"labels":[],"label_agreement":null},{"id":"W2114298000","doi":"10.1007/3-540-47961-9_6","title":"Designing Web-Based Systems in Social Context: A Goal and Scenario Based Approach","year":2002,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":16,"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 Toronto","funders":"","keywords":"Computer science; Workflow; Notation; Software engineering; Knowledge management; Web modeling; Web application; Web service; Context (archaeology); Human–computer interaction; Process management; World Wide Web; Engineering","score_opus":0.07037880921035751,"score_gpt":0.274325021134475,"score_spread":0.2039462119241175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114298000","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008644005,0.00023675874,0.9739923,0.001096179,0.000022381231,0.00019872715,0.000045389887,0.00026113522,0.015503049],"genre_scores_gemma":[0.2798571,0.0008610183,0.7121106,0.00019606984,0.000041771804,0.0007612771,0.00024248737,0.00018027832,0.0057493923],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945381,0.0034791913,0.0002914703,0.00039695375,0.0010128274,0.00028142385],"domain_scores_gemma":[0.9966647,0.0021088615,0.00026923342,0.00037725305,0.00030580384,0.0002741642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004424119,0.0014823639,0.0009059375,0.0015960186,0.0017955911,0.006819891,0.0027551306,0.0039234217,0.0043479744],"category_scores_gemma":[0.005346232,0.0015059364,0.0015992449,0.0016549077,0.0042158063,0.009736385,0.0049074125,0.002347506,0.00088262995],"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":[0.000065571745,0.00026035507,0.0018397989,0.0006323024,0.00018366583,0.0012140397,0.005029575,0.09267208,0.0058518783,0.82491046,0.0027813988,0.06455879],"study_design_scores_gemma":[0.00005299443,0.00018788908,0.0006425766,0.00033489373,0.00018234574,0.0009771086,0.004653221,0.3383241,0.007374081,0.5925165,0.054666452,0.00008778472],"about_ca_topic_score_codex":0.0012451467,"about_ca_topic_score_gemma":0.0017673966,"teacher_disagreement_score":0.006819891,"about_ca_system_score_codex":0.0012638645,"about_ca_system_score_gemma":0.0016290948,"threshold_uncertainty_score":0.023397267},"labels":[],"label_agreement":null},{"id":"W2133796460","doi":"10.1007/3-540-47961-9_50","title":"Addressing Performance Requirements Using a Goal and Scenario-Oriented Approach","year":2002,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":14,"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 Toronto","funders":"","keywords":"Computer science; Operationalization; Goal modeling; Software engineering; Abstraction; Goal orientation; Notation; Systems engineering; Process management; Requirements analysis; Programming language; Engineering; Software","score_opus":0.18575907404065004,"score_gpt":0.32205641769174964,"score_spread":0.1362973436510996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133796460","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0055307364,0.000086219,0.9672606,0.0008400671,0.00003249689,0.00015207769,0.000052572086,0.0006630873,0.02538212],"genre_scores_gemma":[0.24958652,0.00041748153,0.7347995,0.00041133456,0.000052769978,0.00043307294,0.00033613856,0.00048326512,0.0134799145],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9961314,0.0011499879,0.00023539971,0.0002819903,0.0017929431,0.00040824202],"domain_scores_gemma":[0.9970476,0.0013007621,0.00024109927,0.00041549068,0.0007964571,0.00019865527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003343344,0.0016096912,0.00055084284,0.0011558931,0.001007512,0.0038382262,0.0027835022,0.002374973,0.004720002],"category_scores_gemma":[0.0054357112,0.00083330774,0.0011215076,0.00093308976,0.001611286,0.0050264844,0.0028559363,0.0026237757,0.0012822212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000956839,0.00028914283,0.00086657965,0.0004903224,0.00010058416,0.00088369,0.0019727196,0.10939794,0.016515385,0.72881955,0.008246042,0.13232245],"study_design_scores_gemma":[0.00004024005,0.00014279487,0.00039275052,0.00024032102,0.00011864015,0.0007376246,0.0014893814,0.39963958,0.019190373,0.48771715,0.09020136,0.00008984067],"about_ca_topic_score_codex":0.0017138933,"about_ca_topic_score_gemma":0.001980989,"teacher_disagreement_score":0.004720002,"about_ca_system_score_codex":0.0010225981,"about_ca_system_score_gemma":0.0023061836,"threshold_uncertainty_score":0.01768148},"labels":[],"label_agreement":null},{"id":"W2149776851","doi":"10.1007/3-540-47961-9_26","title":"Reengineering of Database Applications to EJB Based Architecture","year":2002,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":6,"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 Toronto","funders":"","keywords":"Computer science; Business process reengineering; Database; JavaBeans; SQL; Architecture; Software engineering; Set (abstract data type); Programming language; Engineering; Java","score_opus":0.03748256450213635,"score_gpt":0.26070810399614713,"score_spread":0.22322553949401078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149776851","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26895997,0.0028163802,0.66587895,0.0009369558,0.00028813118,0.00030188347,0.0003608869,0.020345144,0.040111713],"genre_scores_gemma":[0.49260968,0.002044348,0.42349738,0.0005548931,0.0000906402,0.0001241213,0.001276925,0.0054694586,0.07433254],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990553,0.00019076878,0.00006829272,0.00011227838,0.00046205224,0.00011128399],"domain_scores_gemma":[0.9984205,0.0003709355,0.000051868938,0.00077779556,0.00030465683,0.00007418993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018388053,0.00035460282,0.0004481827,0.00073421525,0.00046155986,0.0024373806,0.0022444797,0.0009522588,0.005114782],"category_scores_gemma":[0.00466913,0.00085368566,0.0005814997,0.00093238015,0.00042957012,0.0024845942,0.0011329148,0.0017320861,0.0017057395],"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":[0.00040660586,0.00037766516,0.0033656324,0.0003830707,0.000072815645,0.0010560588,0.0033719176,0.023673948,0.07531267,0.09205263,0.021511044,0.77841586],"study_design_scores_gemma":[0.00016829248,0.0004059651,0.0073908796,0.00031690736,0.00024412126,0.002120783,0.0006171266,0.35662952,0.17886159,0.05919147,0.39394107,0.00011222217],"about_ca_topic_score_codex":0.0023062022,"about_ca_topic_score_gemma":0.0026279006,"teacher_disagreement_score":0.005114782,"about_ca_system_score_codex":0.000512894,"about_ca_system_score_gemma":0.0005958257,"threshold_uncertainty_score":0.017110705},"labels":[],"label_agreement":null},{"id":"W2792292999","doi":"10.1007/978-3-319-70031-1_43","title":"Comparison of Hybrid RANS-LES Simulations of Turbulent Flow and Heat Transfer in a Ribbed Duct","year":2018,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Reynolds-averaged Navier–Stokes equations; Turbulence; Mechanics; Detached eddy simulation; Duct (anatomy); Heat transfer; Large eddy simulation; Vortex; Reynolds number; Reynolds stress; Shear stress; Physics; Geology","score_opus":0.04527186429473104,"score_gpt":0.2776464879603649,"score_spread":0.23237462366563386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792292999","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":[0.95127183,0.00073973456,0.017502626,0.0002825468,0.00021131507,0.00008947687,0.0018825295,0.0023604643,0.025659597],"genre_scores_gemma":[0.9869134,0.00016366209,0.007032893,0.00006444913,0.000033945078,0.000052725096,0.0010563186,0.00029059462,0.0043919086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996573,0.00008962116,0.000028966104,0.000055345365,0.00010257395,0.000066152366],"domain_scores_gemma":[0.998833,0.00056817685,0.00006669486,0.00011555478,0.00033944007,0.00007711907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006126915,0.0010619956,0.001606528,0.0006817673,0.0007952455,0.0017663462,0.0012234761,0.0017883197,0.0049364814],"category_scores_gemma":[0.0012850821,0.00055057195,0.0010322965,0.00086939597,0.00072984264,0.0011791358,0.0006682105,0.001037478,0.000770632],"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":[0.00071685284,0.00050809357,0.004381255,0.00020062336,0.00008274057,0.00017699142,0.0001581782,0.9699201,0.006977655,0.0018858139,0.001963161,0.013028512],"study_design_scores_gemma":[0.000039627306,0.00009329427,0.0013084371,0.000009788813,0.0000082708975,0.0000132563555,0.00005095861,0.99616504,0.0018344008,0.00013146806,0.00032883332,0.000016710223],"about_ca_topic_score_codex":0.015559476,"about_ca_topic_score_gemma":0.011066997,"teacher_disagreement_score":0.015559476,"about_ca_system_score_codex":0.0008140761,"about_ca_system_score_gemma":0.00074598496,"threshold_uncertainty_score":0.03093779},"labels":[],"label_agreement":null},{"id":"W2804085763","doi":"10.1007/978-3-319-73411-8_57","title":"Friction Management as a Sustainable Solution for Controlling Noise at the Wheel-Rail Interface","year":2018,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Railway Engineering and Dynamics","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":"L.B. Foster Rail Technologies (Canada)","funders":"","keywords":"Noise (video); Noise control; Interface (matter); Implementation; Engineering; Automotive engineering; Computer science; Simulation; Noise reduction","score_opus":0.01502783280356932,"score_gpt":0.23198152655589152,"score_spread":0.2169536937523222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2804085763","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":[0.022138305,0.017149162,0.76833624,0.004391408,0.001830714,0.00005083644,0.00009863419,0.0006639348,0.18534085],"genre_scores_gemma":[0.6462606,0.015052107,0.07692301,0.0006409735,0.0007126786,0.00013002561,0.00012159847,0.00034448082,0.25981456],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998217,0.000021399297,0.0000059636145,0.000036913436,0.00008783715,0.000026183685],"domain_scores_gemma":[0.9999403,0.00001798462,0.000006740413,0.000008837338,0.00001784005,0.00000824312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021268569,0.00074078474,0.0007549447,0.00038045677,0.0006609591,0.0018525452,0.00095762865,0.0013657472,0.0072994432],"category_scores_gemma":[0.0003743996,0.00026459608,0.0006341113,0.0003462226,0.0010731611,0.0012964099,0.0012618202,0.0012497666,0.0013880229],"study_design_candidate":"bench_or_experimental","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":[0.000056237037,0.0000890652,0.0003288266,0.00035156496,0.000058738286,0.00016826113,0.00027615516,0.14901888,0.015684761,0.6664496,0.021433765,0.14608413],"study_design_scores_gemma":[0.000025060019,0.0001588277,0.0006858579,0.0002213399,0.000054792465,0.00025719477,0.00039367593,0.3906572,0.007114386,0.4442917,0.15607993,0.000060074257],"about_ca_topic_score_codex":0.0017794771,"about_ca_topic_score_gemma":0.0023322527,"teacher_disagreement_score":0.0072994432,"about_ca_system_score_codex":0.0006753104,"about_ca_system_score_gemma":0.00079319574,"threshold_uncertainty_score":0.024419129},"labels":[],"label_agreement":null},{"id":"W2982863321","doi":"10.1007/978-3-030-27607-2_21","title":"ZDES and URANS Simulations of 3D Transonic Buffet Over Infinite Swept Wings","year":2019,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","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":"Polytechnique Montréal","funders":"","keywords":"Transonic; Swept wing; Detached eddy simulation; Airfoil; Reynolds-averaged Navier–Stokes equations; Angle of attack; Aerospace engineering; Mechanics; Physics; Computational fluid dynamics; Large eddy simulation; Engineering; Aerodynamics; Turbulence","score_opus":0.01772809573830352,"score_gpt":0.22781562039482148,"score_spread":0.21008752465651795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982863321","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":[0.912958,0.0005357018,0.022496426,0.00072469324,0.00038013293,0.00009321921,0.0018976781,0.0009778284,0.059936292],"genre_scores_gemma":[0.9843121,0.00015352706,0.0065759085,0.00012225917,0.000040565053,0.000045740628,0.0007410961,0.000286167,0.0077225612],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997851,0.00004267071,0.000010747766,0.000027458895,0.00006516206,0.000068803],"domain_scores_gemma":[0.9993766,0.00034019825,0.00003992619,0.000049321687,0.00009791228,0.000096094234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034807375,0.0007214404,0.0010516569,0.0005838842,0.0011170077,0.0014946574,0.0013160269,0.0015777916,0.008127707],"category_scores_gemma":[0.0014641506,0.0005232757,0.0008336612,0.0006258332,0.0008992511,0.00082674756,0.0009513729,0.0015556322,0.00049654924],"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":[0.000115964205,0.00009255415,0.0009274222,0.000031289368,0.000020422394,0.0001183938,0.000071374765,0.99195236,0.0011005022,0.0028935438,0.00078427425,0.0018917888],"study_design_scores_gemma":[0.00001413848,0.000012008743,0.000280172,0.0000043886644,0.0000019546142,0.0000049468886,0.000022007916,0.99888426,0.0003056661,0.00025857045,0.00020647833,0.0000053315516],"about_ca_topic_score_codex":0.030013487,"about_ca_topic_score_gemma":0.020548483,"teacher_disagreement_score":0.030013487,"about_ca_system_score_codex":0.0011021317,"about_ca_system_score_gemma":0.0008896523,"threshold_uncertainty_score":0.0596776},"labels":[],"label_agreement":null},{"id":"W3138532154","doi":"10.1007/3-540-47961-9_13","title":"Supporting the Deployment of Object-Oriented Frameworks","year":2002,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":2,"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 Alberta","funders":"","keywords":"Computer science; Software deployment; Reuse; Task (project management); Software engineering; Ask price; Systems engineering; Engineering","score_opus":0.04868761298536817,"score_gpt":0.3008295263733999,"score_spread":0.2521419133880317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3138532154","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032898903,0.00080720475,0.9056683,0.0010173203,0.0003406589,0.00019344168,0.0001442677,0.034465924,0.024464022],"genre_scores_gemma":[0.3834177,0.0028969755,0.5705406,0.0005880182,0.0002443435,0.00029935178,0.0019567763,0.009370763,0.030685497],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99781334,0.00043029524,0.00016245608,0.00020966576,0.00093696406,0.00044722593],"domain_scores_gemma":[0.99604756,0.0014334221,0.00015361972,0.0014952705,0.0005639205,0.00030620408],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035214871,0.001055094,0.0008180938,0.0010519446,0.0014021298,0.004786396,0.004157495,0.0026545853,0.004359523],"category_scores_gemma":[0.01040665,0.0015482428,0.0009020834,0.0012890686,0.0011025486,0.0063972254,0.005143399,0.0032312723,0.0026730404],"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":[0.0008059118,0.0005142332,0.004135956,0.0006827788,0.00011387929,0.0017306515,0.0032172822,0.031745978,0.047246605,0.2620084,0.06481911,0.5829792],"study_design_scores_gemma":[0.0003420738,0.0002441859,0.001996597,0.0005165928,0.0001994807,0.0011518965,0.00068502314,0.4572101,0.065452226,0.16348551,0.30848333,0.00023303216],"about_ca_topic_score_codex":0.00449598,"about_ca_topic_score_gemma":0.004513172,"teacher_disagreement_score":0.004786396,"about_ca_system_score_codex":0.00065375195,"about_ca_system_score_gemma":0.001684483,"threshold_uncertainty_score":0.01862365},"labels":[],"label_agreement":null},{"id":"W4248891830","doi":"10.1007/3-540-45017-3_32","title":"Management Applications of the Web Service Offerings Language (WSOL)","year":2003,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Web service; Computer science; WS-Policy; World Wide Web; Service provider; SOAP; Service (business); Web development; Business; Web application security; Marketing","score_opus":0.014304931743117486,"score_gpt":0.23313301083512672,"score_spread":0.21882807909200924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248891830","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":[0.0045164577,0.0018090743,0.872543,0.0018200701,0.0005942799,0.00024788894,0.0011486495,0.040321518,0.07699908],"genre_scores_gemma":[0.07247067,0.0072258133,0.7025468,0.0026170386,0.0007405761,0.0007977434,0.009958075,0.018481312,0.185162],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999154,0.00017117299,0.00010576521,0.0000691033,0.00039242767,0.000107560154],"domain_scores_gemma":[0.99911994,0.00039279,0.00006431508,0.000189295,0.00014666528,0.00008700784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018125656,0.0011589057,0.0006640874,0.0015366115,0.0008262269,0.0055295085,0.0015396065,0.0013192879,0.017006205],"category_scores_gemma":[0.0027526268,0.0010182759,0.00087846845,0.0029171088,0.0012064166,0.005686274,0.0024787572,0.0023979421,0.012371071],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015567614,0.00017684279,0.00057039136,0.0005278705,0.00004443464,0.0005407536,0.0009829248,0.0032990146,0.013648318,0.4805022,0.16356313,0.33598852],"study_design_scores_gemma":[0.000053834694,0.000037034282,0.00030838116,0.00026435187,0.000037438258,0.0005372087,0.00012008724,0.03231812,0.010578413,0.13923216,0.8164544,0.000058610745],"about_ca_topic_score_codex":0.0025703034,"about_ca_topic_score_gemma":0.002319624,"teacher_disagreement_score":0.017006205,"about_ca_system_score_codex":0.0008085654,"about_ca_system_score_gemma":0.0011535442,"threshold_uncertainty_score":0.05689144},"labels":[],"label_agreement":null},{"id":"W52339850","doi":"10.1007/978-3-642-31095-9_24","title":"Validation of User Intentions in Process Models","year":2012,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University; Simon Fraser University","funders":"","keywords":"Computer science; Business process modeling; Business process; Artifact-centric business process model; Process (computing); Realization (probability); Software engineering; Process modeling; Identification (biology); Business rule; Data mining; Work in process; Programming language; Engineering; Mathematics","score_opus":0.09056997488552022,"score_gpt":0.3111744782001141,"score_spread":0.2206045033145939,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W52339850","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40420556,0.00008903487,0.5816652,0.00030935326,0.00006485732,0.00032291052,0.00045946823,0.0029701865,0.009913371],"genre_scores_gemma":[0.9326204,0.000046022717,0.064482905,0.000052248935,0.0000067635365,0.0002286994,0.0005579732,0.00031520723,0.0016898011],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9859611,0.009668806,0.0004934916,0.000983407,0.0025486134,0.0003445236],"domain_scores_gemma":[0.9052972,0.07648657,0.0018989743,0.011115047,0.0047717453,0.00043046207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010237059,0.0008241181,0.00057939073,0.0007145879,0.00061780686,0.0029103416,0.0015510063,0.0015689961,0.0052389037],"category_scores_gemma":[0.08346627,0.00064777536,0.0011552882,0.00036559926,0.0017293963,0.0038599188,0.0028179623,0.001657493,0.0014896926],"study_design_candidate":"theoretical_or_conceptual","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":[0.007674309,0.0028772827,0.045458015,0.0014482422,0.00046988358,0.00088892464,0.017509181,0.3246589,0.05330154,0.10506679,0.0060211383,0.43462586],"study_design_scores_gemma":[0.000090359135,0.00048339454,0.0019852403,0.00007543326,0.00006133991,0.00004879077,0.00064941426,0.9591166,0.019803362,0.01657666,0.0010696925,0.00003986549],"about_ca_topic_score_codex":0.0023025747,"about_ca_topic_score_gemma":0.0019929572,"teacher_disagreement_score":0.010237059,"about_ca_system_score_codex":0.0006124962,"about_ca_system_score_gemma":0.0012644713,"threshold_uncertainty_score":0.054139376},"labels":[],"label_agreement":null},{"id":"W84049146","doi":"10.1007/978-3-642-14139-3_8","title":"PIV Study of Turbulent Flow in Porous Media","year":2010,"lang":"en","type":"book-chapter","venue":"Notes on numerical fluid mechanics and multidisciplinary design","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":5,"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 Manitoba","funders":"","keywords":"Porous medium; Particle image velocimetry; Turbulence; Materials science; Reynolds number; Rod; Porosity; Mechanics; Geotechnical engineering; Optics; Composite material; Geology; Physics","score_opus":0.0283941033425692,"score_gpt":0.24056669502196373,"score_spread":0.21217259167939453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W84049146","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24390432,0.02524241,0.5114037,0.0013985276,0.0024660316,0.00015277944,0.00059849606,0.0009826068,0.21385118],"genre_scores_gemma":[0.9325988,0.0040339725,0.017144457,0.00009091264,0.0002854062,0.00002239808,0.00016318381,0.000102949845,0.04555797],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99991477,0.000010652947,0.0000028393972,0.000015093285,0.000040539257,0.00001603329],"domain_scores_gemma":[0.9998925,0.000048108406,0.000008925662,0.000010523451,0.0000251159,0.000014746034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013586173,0.00033144324,0.0004817191,0.0005173997,0.00037638645,0.00081009895,0.0005066222,0.00030080127,0.0022464714],"category_scores_gemma":[0.00038069554,0.00030691916,0.00033987887,0.00037999594,0.0008497564,0.00053092587,0.0004989901,0.0005269324,0.000408147],"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":[0.0006078571,0.00027099138,0.0042893407,0.0012932912,0.00014836008,0.0017692063,0.0005874805,0.25153255,0.17425323,0.39892104,0.012033757,0.154293],"study_design_scores_gemma":[0.000051127838,0.00032987748,0.015773542,0.000098934,0.000046182355,0.0010791596,0.00029636512,0.7676721,0.084271275,0.0866941,0.043565046,0.0001223815],"about_ca_topic_score_codex":0.001966362,"about_ca_topic_score_gemma":0.0014104666,"teacher_disagreement_score":0.0022464714,"about_ca_system_score_codex":0.00034874404,"about_ca_system_score_gemma":0.00047013332,"threshold_uncertainty_score":0.007515192},"labels":[],"label_agreement":null}]}