{"meta":{"query_hash":"0fd1c7e1215b","filters":{"venue":"Concurrent Engineering"},"cohort_total":40,"direct_labels_cover":0,"predictions_cover":40,"exported":40,"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/0fd1c7e1215b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Concurrent+Engineering"},"results":[{"id":"W1975211251","doi":"10.1177/1063293x0000800305","title":"CyberEye: An Internet-Enabled Environment to Support Collaborative Design","year":2000,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"School of Mechanical Engineering, Purdue University; Connaught Fund; University of Toronto","keywords":"The Internet; Java; Computer science; VRML; Concurrent engineering; Asynchronous communication; World Wide Web; Visualization; Function (biology); Engineering; Human–computer interaction; Multimedia; Operating system; Telecommunications","score_opus":0.011098393609537903,"score_gpt":0.20328451162740768,"score_spread":0.19218611801786978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975211251","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":[0.06153966,0.00028385673,0.93527424,0.000019577414,0.00047060804,0.00048771285,0.000012909085,0.00069084263,0.0012206094],"genre_scores_gemma":[0.99084586,0.00013318917,0.008173956,0.000030230003,0.000101370795,0.000116586496,0.000038951563,0.00006273249,0.0004970974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991042,0.00001123231,0.00022078115,0.00022929501,0.00013579575,0.00029870067],"domain_scores_gemma":[0.99957657,0.000018876834,0.000013526969,0.00018118956,0.000016097014,0.00019375939],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008873113,0.00022496733,0.0001742037,0.00008840069,0.000026142368,0.00008209405,0.00016874263,0.000059237966,0.0018718736],"category_scores_gemma":[0.0000075178345,0.00024225001,0.000025780068,0.00013354662,0.0000074050945,0.00024336652,0.00001843491,0.00012199318,0.00027228484],"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":[0.0000045436177,0.000013932719,0.000007557377,0.000037292994,0.000018270504,0.0000036427323,0.00056787365,0.9394712,0.000258381,0.000027553453,0.0008677097,0.05872203],"study_design_scores_gemma":[0.0002915066,0.00013967633,0.00015808862,0.00004394505,0.000014312861,0.0000028039535,0.000017161457,0.8661692,0.027728802,0.0000037593247,0.10505322,0.0003774911],"about_ca_topic_score_codex":0.000001750316,"about_ca_topic_score_gemma":5.799275e-7,"teacher_disagreement_score":0.9293062,"about_ca_system_score_codex":0.00010917955,"about_ca_system_score_gemma":0.000011639085,"threshold_uncertainty_score":0.99904054},"labels":[],"label_agreement":null},{"id":"W1981420793","doi":"10.1177/1063293x10389799","title":"The Performance of Technical Information Transfer in New Product Development","year":2010,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Design Education and Practice","field":"Engineering","cited_by":8,"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; McGill University","funders":"","keywords":"Information transfer; Computer science; New product development; Process (computing); Product (mathematics); Communications system; Set (abstract data type); Information system; Technical communication; Systems engineering; Process management; Engineering; Telecommunications; Business","score_opus":0.008700360321259584,"score_gpt":0.21599466018339972,"score_spread":0.20729429986214012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981420793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9729842,0.00042335852,0.022029683,0.00011547416,0.0026688196,0.0002732165,7.271941e-7,0.00019293407,0.0013115847],"genre_scores_gemma":[0.99901766,0.00006706702,0.000811835,0.0000036631905,0.000046924015,0.000017066597,0.0000036585845,0.0000072161056,0.000024920864],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99951345,0.000002955398,0.00023075161,0.00004194012,0.00008851587,0.00012240614],"domain_scores_gemma":[0.999766,0.000056242443,0.00001055024,0.00010747799,0.000021077245,0.000038651975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020553134,0.00007287943,0.00006320304,0.00006463213,0.000018583418,0.000020514024,0.000112243506,0.000028496894,0.00001661945],"category_scores_gemma":[0.00006981341,0.00006130794,0.000012799242,0.00015398594,0.000008294907,0.00031780804,0.000006441576,0.00026564504,0.000018952214],"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":[0.000011880636,0.0000397807,0.0023020906,0.00047641175,0.000029660832,2.9584504e-7,0.0026889446,0.06291322,0.12857457,0.0053349533,0.0017776856,0.7958505],"study_design_scores_gemma":[0.00028289185,0.000011673514,0.03182699,0.00005837362,0.0000049843006,0.000007925393,0.000024588953,0.044900153,0.09889238,0.0000010280589,0.8237917,0.0001972995],"about_ca_topic_score_codex":0.0000012525354,"about_ca_topic_score_gemma":0.000008553965,"teacher_disagreement_score":0.82201403,"about_ca_system_score_codex":0.00002674779,"about_ca_system_score_gemma":0.00007771191,"threshold_uncertainty_score":0.25000653},"labels":[],"label_agreement":null},{"id":"W1986188864","doi":"10.1177/1063293x06068389","title":"Classification of Product Requirements Based on Product Environment","year":2006,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":54,"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":"Product design specification; Product lifecycle; Product (mathematics); Computer science; Product management; Systems engineering; Product design; Product engineering; Product life-cycle management; New product development; Engineering; Business; Mathematics","score_opus":0.017549958957269813,"score_gpt":0.19678987066020195,"score_spread":0.17923991170293213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986188864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90931857,0.0011633858,0.05714433,0.0026426925,0.0058328686,0.0030464139,0.000010782676,0.0010302563,0.019810716],"genre_scores_gemma":[0.99844146,0.0000035319256,0.00029818472,0.000036463676,0.0008594775,0.00004445507,0.00016637854,0.000025283503,0.00012478438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988541,0.000003953993,0.00031232284,0.00032499462,0.0003025555,0.000202086],"domain_scores_gemma":[0.99948734,0.000008816747,0.00017789153,0.00025936184,0.000059369668,0.000007201943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023897721,0.00016928666,0.00014340621,0.00023667605,0.000047669095,0.000046249435,0.00014035063,0.000021782831,0.00006844162],"category_scores_gemma":[0.00007053195,0.000168387,0.000040015155,0.00026865688,0.00001866469,0.00036363004,0.00003550075,0.00007067783,0.00008931255],"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":[0.00011120746,0.0015732138,0.14338808,0.0026289555,0.00009070258,0.0000062741615,0.00006570838,0.39430797,0.263571,0.07525631,0.021108236,0.09789237],"study_design_scores_gemma":[0.0016913713,0.000025357569,0.33383,0.00035191973,0.00009795614,5.1174266e-7,0.0000150885435,0.38181502,0.03507082,0.00017107736,0.24602537,0.0009054936],"about_ca_topic_score_codex":0.0000088652805,"about_ca_topic_score_gemma":4.8601964e-7,"teacher_disagreement_score":0.22850016,"about_ca_system_score_codex":0.00006665771,"about_ca_system_score_gemma":0.000015205202,"threshold_uncertainty_score":0.6866623},"labels":[],"label_agreement":null},{"id":"W1991045928","doi":"10.1177/1063293x09105326","title":"Special issue on: Collaborative and Multi-disciplinary Product Design","year":2009,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","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":"University of Alberta","funders":"","keywords":"Product (mathematics); Product design; Systems engineering; New product development; Discipline; Engineering management; Computer science; Engineering; Software engineering; Knowledge management; Process management; Manufacturing engineering; Business; Marketing; Sociology; Mathematics","score_opus":0.017422158866295404,"score_gpt":0.24094781984280603,"score_spread":0.2235256609765106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991045928","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":[0.013412497,0.004242887,0.9693114,0.0003015195,0.005731814,0.0012095184,0.000022697614,0.0015631989,0.004204472],"genre_scores_gemma":[0.9719512,0.00052777864,0.020824319,0.000030075407,0.0063128015,0.000038615566,0.00001942265,0.000055693683,0.00024009446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993801,0.000006657212,0.00013959025,0.00019040436,0.000090288544,0.00019296566],"domain_scores_gemma":[0.99975246,0.000023474537,0.000016665806,0.00010509997,0.00002872118,0.000073592986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060190865,0.00018689498,0.0001498219,0.0000871121,0.000047394296,0.000052107982,0.00007132689,0.00004053311,0.000038011673],"category_scores_gemma":[0.00002596006,0.00018708763,0.000016569746,0.00014367157,0.000010122446,0.00012777185,0.000012867735,0.0001374795,0.000015146842],"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":[0.000004407843,0.000016563336,0.0000045494635,0.00006117513,0.00000968782,0.0000039930387,0.00044366103,0.9369317,0.00017696866,0.00008285709,0.002459879,0.05980454],"study_design_scores_gemma":[0.00043415348,0.000101170146,0.00087091565,0.00010716694,0.000011096535,0.0000034909624,0.000023782202,0.95326996,0.011937204,0.000009034063,0.032910656,0.00032136915],"about_ca_topic_score_codex":1.0379062e-7,"about_ca_topic_score_gemma":1.2261572e-7,"teacher_disagreement_score":0.9585387,"about_ca_system_score_codex":0.000038389,"about_ca_system_score_gemma":0.000008868315,"threshold_uncertainty_score":0.7629212},"labels":[],"label_agreement":null},{"id":"W1992401952","doi":"10.1177/1063293x13516328","title":"A holistic approach to concurrent engineering and its application to robotics","year":2013,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":10,"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 Toronto","funders":"","keywords":"Multidisciplinary approach; Fuzzy logic; Concurrent engineering; Process (computing); Systems engineering; Computer science; Multidisciplinary design optimization; Robotics; Engineering design process; Engineering; Artificial intelligence; Management science; Software engineering; Human–computer interaction; Robot; Engineering management; Process management; Operations management","score_opus":0.014891223068704395,"score_gpt":0.2119187074018487,"score_spread":0.19702748433314432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992401952","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":[0.031612046,0.00096695963,0.9648787,0.000043313514,0.0007124147,0.0009028555,0.000009222224,0.0006930085,0.00018151097],"genre_scores_gemma":[0.99263996,0.0000557621,0.0064277817,0.000028048134,0.00017563661,0.0005375878,0.000028773795,0.0000779281,0.000028514352],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987886,0.0000038692365,0.00029168106,0.00032721309,0.00016984805,0.0004187737],"domain_scores_gemma":[0.9993094,0.000034843248,0.000022347123,0.00018616182,0.000073113755,0.00037412776],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006731184,0.00031450714,0.00025649596,0.00022802864,0.00003923765,0.00012164308,0.0001853826,0.00008171231,0.00001086645],"category_scores_gemma":[0.00006586616,0.00034748955,0.000034148834,0.0002933204,0.000004562389,0.00019089015,0.000082014296,0.00019363355,0.00009905112],"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":[3.5207353e-7,0.000012368469,0.0000105597555,0.00046905683,0.000016232665,2.1766755e-7,0.00020378179,0.98394406,0.0022038661,0.001744017,0.00016900436,0.011226473],"study_design_scores_gemma":[0.00016800576,0.000018919156,0.00066919497,0.000091597656,0.00001682023,0.000004365921,0.000013044675,0.99112195,0.0022159587,0.000003256866,0.0052633947,0.0004134903],"about_ca_topic_score_codex":0.0000044114263,"about_ca_topic_score_gemma":2.7654605e-7,"teacher_disagreement_score":0.9610279,"about_ca_system_score_codex":0.00009860631,"about_ca_system_score_gemma":0.0000071402874,"threshold_uncertainty_score":0.9998977},"labels":[],"label_agreement":null},{"id":"W1993016119","doi":"10.1177/1063293x0000800104","title":"Extended Enterprise Engineering—A Model-Based Framework","year":2000,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Enterprise modelling; Enterprise integration; Integrated enterprise modeling; Enterprise systems engineering; Enterprise information system; Enterprise software; Computer science; Enterprise life cycle; Functional software architecture; Software engineering; Enterprise architecture; Enterprise planning system; Systems engineering; Enterprise architecture management; Knowledge management; Process management; Engineering management; Engineering","score_opus":0.009831753317746354,"score_gpt":0.20891531970235427,"score_spread":0.19908356638460792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993016119","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":[0.098685205,0.000870149,0.8976465,0.00028567237,0.0006172484,0.00014458434,0.000004692908,0.0010628046,0.00068318244],"genre_scores_gemma":[0.9953894,0.000029424886,0.0029713658,0.00042458225,0.0008890536,0.000051419505,0.00004133493,0.00007772931,0.00012571634],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843365,0.0000020025864,0.00035687195,0.0004235966,0.0002985986,0.00048525434],"domain_scores_gemma":[0.9993867,0.00003575521,0.000074697076,0.0003451464,0.0001189646,0.00003870138],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001453259,0.00036364954,0.00033130898,0.0003471643,0.000093385155,0.00028900077,0.00036295445,0.00012253606,0.00056459743],"category_scores_gemma":[0.00011669404,0.00037448955,0.00019378753,0.0006912369,0.00001847247,0.0006200374,0.000051358642,0.00032086612,0.00028726735],"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":[0.000007581988,0.000063422034,0.00014830568,0.00027925312,0.000030115438,0.0000059197005,0.000016171702,0.96759015,0.00017982998,0.0029321515,0.00019630702,0.028550766],"study_design_scores_gemma":[0.0003134073,0.0000027965882,0.0001420274,0.0003073512,0.00009009377,7.1832875e-7,0.0000038266257,0.9816775,0.00007030531,0.00020140872,0.016751392,0.00043918783],"about_ca_topic_score_codex":0.000016714715,"about_ca_topic_score_gemma":4.8984623e-7,"teacher_disagreement_score":0.8967042,"about_ca_system_score_codex":0.000039404204,"about_ca_system_score_gemma":0.000024156248,"threshold_uncertainty_score":0.9998707},"labels":[],"label_agreement":null},{"id":"W1993741337","doi":"10.1177/1063293x07084641","title":"A Multiple Views Management System for Concurrent Engineering and PLM","year":2008,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; École de Technologie Supérieure","funders":"","keywords":"Product lifecycle; Computer science; Workflow; Concurrent engineering; Implementation; Adaptation (eye); Product (mathematics); Information system; Product design specification; New product development; Software engineering; Systems engineering; Information model; Information flow; Product design; Process management; Knowledge management; Engineering; Database","score_opus":0.01862335948908716,"score_gpt":0.20142981037944782,"score_spread":0.18280645089036066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993741337","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":[0.046379615,0.004994206,0.9437532,0.000007394686,0.0025137078,0.0008208959,0.00003195626,0.0013242683,0.00017478976],"genre_scores_gemma":[0.993303,0.000642917,0.00534078,0.000004138313,0.00017810108,0.00035402467,0.000041821284,0.000085146625,0.000050077317],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987917,0.0000040306195,0.00035530023,0.0002904525,0.00014761092,0.00041093782],"domain_scores_gemma":[0.99953145,0.00006864429,0.000037966704,0.00017645859,0.00003501882,0.00015045355],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009242949,0.00033333286,0.00031130825,0.0001737766,0.00008668088,0.000045719727,0.0001409691,0.00007805939,0.000005226342],"category_scores_gemma":[0.000020808431,0.00035713124,0.00008051248,0.000120201374,0.000014056662,0.00015482231,0.00005179322,0.00014461932,0.000006969895],"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":[0.000002385337,0.000011503491,0.00009411055,0.003752887,0.00008015431,0.0000089594405,0.00024210133,0.9812364,0.00029883094,0.0008498484,0.0002863772,0.013136434],"study_design_scores_gemma":[0.0008758127,0.000019925488,0.00046522327,0.00032240112,0.000035466554,0.000026596268,0.000025427647,0.9346078,0.0031833628,5.614961e-7,0.060044907,0.00039253806],"about_ca_topic_score_codex":0.0000012563802,"about_ca_topic_score_gemma":5.439909e-7,"teacher_disagreement_score":0.9469234,"about_ca_system_score_codex":0.00012273913,"about_ca_system_score_gemma":0.0000058278088,"threshold_uncertainty_score":0.99988806},"labels":[],"label_agreement":null},{"id":"W2001072998","doi":"10.1177/1063293x13482473","title":"Change prediction using interface data","year":2013,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Erasmus+; European Commission; Fonds Erasme","keywords":"Computer science; Interface (matter); Interdependence; Key (lock); Data mining; Change management (ITSM); Systems engineering; Engineering","score_opus":0.07792212615945407,"score_gpt":0.24184657830957074,"score_spread":0.16392445215011667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001072998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71721923,0.0020251612,0.26308018,0.00080514,0.011942245,0.0016479662,0.000017159604,0.0015282241,0.0017346799],"genre_scores_gemma":[0.99730265,0.000010659371,0.00033074664,0.00009000621,0.0019930846,0.000029230303,0.00018316055,0.000023378296,0.00003710815],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992896,0.0000015661165,0.00016146267,0.00023426574,0.00011839308,0.00019472024],"domain_scores_gemma":[0.99959916,0.000005413711,0.0000615192,0.00025426171,0.00006937269,0.000010266478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011716257,0.00012182945,0.000093155475,0.00014086039,0.000053338073,0.00019822035,0.00026809153,0.00003257367,0.00019446858],"category_scores_gemma":[0.000069123154,0.0001229296,0.000014216467,0.00024950368,0.000007542339,0.003065006,0.0003045204,0.00007890962,0.00029757977],"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":[0.00002233236,0.00038651173,0.09553955,0.0033694706,0.0004060362,0.000011234988,0.0011651553,0.030193672,0.08806349,0.019911766,0.109185725,0.6517451],"study_design_scores_gemma":[0.00018635273,0.0000010946649,0.0071616694,0.00009086977,0.000021774655,0.0000010439045,0.00002659656,0.9138069,0.00014832841,0.000015635433,0.07836644,0.00017330483],"about_ca_topic_score_codex":0.00005689563,"about_ca_topic_score_gemma":0.0000010432148,"teacher_disagreement_score":0.8836132,"about_ca_system_score_codex":0.000031470092,"about_ca_system_score_gemma":0.000006290908,"threshold_uncertainty_score":0.50129235},"labels":[],"label_agreement":null},{"id":"W2001737200","doi":"10.1177/106329302761689142","title":"Real-Time Collaborative Solid Shape Design (RCSSD) on the Internet","year":2002,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":7,"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":"Hong Kong Polytechnic University; National Research Council Canada; University of Hong Kong","keywords":"Concurrent engineering; Java; Computer science; The Internet; Software deployment; Collaborative software; JavaBeans; Software engineering; World Wide Web; Operating system; Engineering","score_opus":0.019216530697823718,"score_gpt":0.20803326134621802,"score_spread":0.1888167306483943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001737200","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":[0.10709584,0.00356419,0.8552403,0.00045683302,0.0038311263,0.0017543472,0.000048744063,0.004306163,0.023702463],"genre_scores_gemma":[0.9979794,0.00057788665,0.00077147764,0.000019593392,0.00013174162,0.000070619964,0.0000076622555,0.000054708897,0.00038688205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992523,0.0000159214,0.00018411614,0.00016121886,0.00013643017,0.00025001157],"domain_scores_gemma":[0.99956363,0.0001412819,0.000027130563,0.00016640947,0.00003728896,0.00006422612],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000091772534,0.0002145878,0.00015723583,0.00007438422,0.000040417755,0.00008063169,0.00019031684,0.00005905019,0.00091419386],"category_scores_gemma":[0.000046898116,0.00017113706,0.000036561592,0.00018282689,0.000014324818,0.00010078004,0.000023597748,0.00018105475,0.0002660916],"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":[0.0000015048086,0.00001049474,0.0000018361213,0.00004564188,0.0000329822,0.0000024587885,0.0005109377,0.9866385,0.0007085948,0.0004215475,0.007262942,0.0043625436],"study_design_scores_gemma":[0.00013610916,0.000036152927,0.000026278394,0.00010652101,0.0000097537695,0.0000013619159,0.000012172153,0.97823393,0.016223684,0.0000051701545,0.0050065448,0.00020233115],"about_ca_topic_score_codex":7.4022915e-7,"about_ca_topic_score_gemma":1.0676541e-7,"teacher_disagreement_score":0.89088356,"about_ca_system_score_codex":0.00006759029,"about_ca_system_score_gemma":0.0000043153095,"threshold_uncertainty_score":0.9999991},"labels":[],"label_agreement":null},{"id":"W2005640193","doi":"10.1177/1063293x0000800303","title":"Modeling Concurrent Product Design: A Multifunctional Team Approach","year":2000,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":6,"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 Toronto","funders":"","keywords":"Concurrent engineering; Product design; New product development; Computer science; Fuzzy logic; Fuzzy set; Team effectiveness; Process management; Knowledge management; Product (mathematics); Engineering; Mathematics; Artificial intelligence; Operations management; Scheduling (production processes)","score_opus":0.03868618629454014,"score_gpt":0.27183992451596867,"score_spread":0.23315373822142854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005640193","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":[0.1695544,0.003703941,0.8150622,0.000030468218,0.00428757,0.0006427477,0.000028592984,0.00045094537,0.006239126],"genre_scores_gemma":[0.99595,0.00005578592,0.00203759,0.000022399277,0.00056684733,0.00018126337,0.00006090698,0.000044308457,0.0010809064],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854124,0.00002971925,0.00031973023,0.00046395545,0.00019158164,0.00045379967],"domain_scores_gemma":[0.9994715,0.00003395905,0.000031129417,0.00029648512,0.00004396539,0.00012297979],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023368685,0.00026021057,0.00022138187,0.00009943093,0.0000813902,0.00003911575,0.00020911539,0.000074620395,0.00084983744],"category_scores_gemma":[0.000015222441,0.00025850293,0.00009012995,0.00018157791,0.000024473598,0.00011981606,0.000024908979,0.00036768583,0.00030883105],"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":[0.000017341801,0.00016032724,0.00015228131,0.00004793589,0.00006351652,0.0000014120458,0.00080191786,0.8440398,0.00013821157,0.0019363506,0.0011089334,0.15153196],"study_design_scores_gemma":[0.00062426756,0.000043239255,0.00031421785,0.00003680151,0.000019019697,0.000032330612,0.0000351712,0.970686,0.000015224894,0.0000043529853,0.027879296,0.00031007614],"about_ca_topic_score_codex":0.000018003562,"about_ca_topic_score_gemma":3.291552e-7,"teacher_disagreement_score":0.8263956,"about_ca_system_score_codex":0.000069890244,"about_ca_system_score_gemma":0.00003083116,"threshold_uncertainty_score":0.9999867},"labels":[],"label_agreement":null},{"id":"W2012130467","doi":"10.1177/1063293x08096735","title":"Determining the Value of Sequential and Concurrent NPD Processes","year":2008,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Concordia University","funders":"","keywords":"Rework; Concurrent engineering; Stochastic game; Simultaneity; Interval (graph theory); Process (computing); Value (mathematics); New product development; Sequence (biology); Computer science; Product (mathematics); Mathematical optimization; Mathematics; Statistics; Scheduling (production processes); Economics","score_opus":0.019244887549553655,"score_gpt":0.1974447059556421,"score_spread":0.17819981840608845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012130467","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9907984,0.0008672423,0.006041196,0.00010636319,0.001208902,0.00024868216,0.000001564759,0.00012428538,0.0006033506],"genre_scores_gemma":[0.9992501,0.00007738673,0.000058366128,0.000048532365,0.00049080164,0.00001560567,0.000019681907,0.000016064869,0.000023434917],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99927527,0.0000030510607,0.00021873685,0.00016567988,0.00016420695,0.00017307777],"domain_scores_gemma":[0.9996126,0.000032364547,0.0001161919,0.000087976594,0.00014117185,0.0000096564845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012386675,0.0001369355,0.00014309408,0.00009865484,0.000116151554,0.000051464085,0.00014051878,0.00002757005,0.000019307017],"category_scores_gemma":[0.0002223427,0.00010755952,0.00002562668,0.00028057984,0.00005274996,0.00045676247,0.00011087342,0.00008249531,0.000008582416],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049895425,0.00048111496,0.6248378,0.011029549,0.00039486462,0.00003728748,0.0050736144,0.019297186,0.010400728,0.09576245,0.009248785,0.22338672],"study_design_scores_gemma":[0.006511701,0.00006625443,0.4009228,0.0014898615,0.00047330622,0.00006343856,0.00038302573,0.2701016,0.017276684,0.00025265288,0.2998585,0.0026001649],"about_ca_topic_score_codex":0.0000049047385,"about_ca_topic_score_gemma":9.5696e-7,"teacher_disagreement_score":0.29060972,"about_ca_system_score_codex":0.000012534374,"about_ca_system_score_gemma":0.00003342107,"threshold_uncertainty_score":0.438615},"labels":[],"label_agreement":null},{"id":"W2014516438","doi":"10.1177/1063293x08092489","title":"A Hybrid Model for Optimal Concurrent Design of Solid Oxide Fuel Cell System Considering Functional Performance and Production Cost","year":2008,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Western Economic Diversification Canada","keywords":"Relation (database); Solid oxide fuel cell; Function (biology); Production (economics); Optimal design; Computer science; Software; Systems design; Mathematical model; Artificial neural network; Engineering; Systems engineering; Industrial engineering; Mathematical optimization; Data mining; Artificial intelligence; Mathematics","score_opus":0.02999682909495988,"score_gpt":0.19687143257220197,"score_spread":0.1668746034772421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014516438","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":[0.37552837,0.006575951,0.61402917,0.0000037742284,0.002552841,0.000824393,0.00006471895,0.0003677439,0.0000530178],"genre_scores_gemma":[0.99321896,0.0025672847,0.0037972578,0.0000013174187,0.00013049845,0.0001598693,0.000022611628,0.0000595129,0.00004267044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988454,0.00000849759,0.00043265166,0.00024878755,0.00014159737,0.0003230501],"domain_scores_gemma":[0.99954826,0.000057434318,0.00007290168,0.00013300226,0.000088901914,0.000099473735],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015798496,0.00026521523,0.00035332525,0.000115120376,0.000072244715,0.000014725543,0.00007042525,0.00007588181,0.000003671233],"category_scores_gemma":[0.000020208214,0.00027314574,0.000060091526,0.00005989423,0.00004801637,0.00017224229,0.000030820058,0.0001468276,0.0000035599096],"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":[0.000011938708,0.000014925312,0.000009566162,0.0059845317,0.000040907,0.0000024266146,0.0001486025,0.94231266,0.050853066,0.000025307529,0.00041385557,0.00018223049],"study_design_scores_gemma":[0.0006127218,0.000037038564,0.000019884606,0.00028123247,0.000041057447,0.00010928863,0.00001880724,0.909867,0.08823921,0.0000010930978,0.0005100193,0.00026265555],"about_ca_topic_score_codex":5.8299037e-7,"about_ca_topic_score_gemma":3.6315498e-8,"teacher_disagreement_score":0.6176906,"about_ca_system_score_codex":0.00010323374,"about_ca_system_score_gemma":0.000038766317,"threshold_uncertainty_score":0.99997205},"labels":[],"label_agreement":null},{"id":"W2015343488","doi":"10.1177/1063293x11424513","title":"Systematic Lifecycle Design for Sustainable Product Development","year":2011,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":32,"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 Calgary","funders":"Key Technologies Research and Development Program; Natural Science Foundation of Guangdong Province","keywords":"Product design specification; Product lifecycle; Design review (U.S. government); New product development; Product (mathematics); Quality (philosophy); Product design; Systems engineering; Process (computing); Engineering; Risk analysis (engineering); Sustainable development; Process management; Computer science; Operations management; Business; Product testing","score_opus":0.030288071146812288,"score_gpt":0.20062703681695765,"score_spread":0.17033896567014536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015343488","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":[0.008379614,0.0017572123,0.9768463,0.000078809426,0.001434916,0.007277477,4.8024634e-7,0.0010305768,0.003194627],"genre_scores_gemma":[0.9869356,0.0000033627464,0.00826449,0.00012716808,0.0006592548,0.002092628,0.000017396487,0.00009980052,0.0018003128],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981831,0.00000865667,0.00046149097,0.0003876993,0.00022592892,0.0007331806],"domain_scores_gemma":[0.999078,0.0000740851,0.00016786258,0.00032194058,0.00033175337,0.000026367772],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010115965,0.00030061914,0.00033809268,0.0004353065,0.00017167024,0.00023074269,0.00038689098,0.00003797651,0.00006293858],"category_scores_gemma":[0.0007235306,0.00029405116,0.00008396397,0.0004375221,0.000015237741,0.0008997531,0.0002415294,0.000088221255,0.00011021708],"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":[0.00009944744,0.0006489665,0.0011457811,0.47102928,0.00096888305,0.00022282248,0.0028303973,0.037232336,0.00027239328,0.45598662,0.022525001,0.007038059],"study_design_scores_gemma":[0.0051496057,0.000119476834,0.0025700037,0.008772904,0.0011121981,0.000011680245,0.013421993,0.46578008,0.007027245,0.0033345437,0.4880443,0.0046559693],"about_ca_topic_score_codex":0.000024612298,"about_ca_topic_score_gemma":7.365462e-7,"teacher_disagreement_score":0.978556,"about_ca_system_score_codex":0.00019418636,"about_ca_system_score_gemma":0.00004786746,"threshold_uncertainty_score":0.9999512},"labels":[],"label_agreement":null},{"id":"W2022468748","doi":"10.1177/1063293x06065538","title":"Customer-driven Collaborative Product Assembler for Internet-based Commerce","year":2006,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":8,"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":"National Research Council Canada; Hong Kong Polytechnic University","keywords":"The Internet; Computer science; Product (mathematics); Process (computing); Web application; Process management; Software engineering; World Wide Web; Engineering; Operating system","score_opus":0.010185028186498583,"score_gpt":0.2223361127965216,"score_spread":0.21215108461002302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022468748","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":[0.016165992,0.0009036269,0.97944456,0.000047038655,0.0012119145,0.00050854846,0.000031635314,0.0007425345,0.00094412133],"genre_scores_gemma":[0.9944331,0.000012758447,0.004806121,0.000010940678,0.00023167451,0.00017598673,0.00012567475,0.000059695907,0.00014405997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992178,0.0000052488494,0.00021874877,0.0001936167,0.000101538804,0.0002630507],"domain_scores_gemma":[0.99964607,0.00005313917,0.000032795982,0.0001270792,0.00009265881,0.000048252325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005744788,0.0002108808,0.00018745693,0.00011440135,0.000031008967,0.000063579566,0.00012820412,0.000051666822,0.000021932705],"category_scores_gemma":[0.000021218913,0.00022267125,0.000050613085,0.00017959024,0.00001099907,0.00012280172,0.000014120348,0.00011701952,0.000013182773],"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":[0.0000026464345,0.000015487485,0.00010095964,0.0003262786,0.00001750039,5.259115e-7,0.000042384545,0.99141383,0.00077396084,0.00080342224,0.0037409288,0.002762044],"study_design_scores_gemma":[0.00041965384,0.000016154605,0.00031925563,0.00007771121,0.00001697114,4.84058e-7,0.0000050459485,0.870154,0.03607865,0.0000032327416,0.09265499,0.00025382702],"about_ca_topic_score_codex":0.0000048847173,"about_ca_topic_score_gemma":0.0000037948578,"teacher_disagreement_score":0.9782671,"about_ca_system_score_codex":0.00008514025,"about_ca_system_score_gemma":0.0000179096,"threshold_uncertainty_score":0.908027},"labels":[],"label_agreement":null},{"id":"W2022762907","doi":"10.1177/1063293x09352123","title":"A Method for Quantifying Adaptability in Engineering Design","year":2009,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":36,"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 Calgary","funders":"","keywords":"Adaptability; Reuse; Systems engineering; Computer science; New product development; Product design; Process (computing); Engineering design process; Product (mathematics); Engineering; Software engineering","score_opus":0.05318265813241429,"score_gpt":0.2703488380709662,"score_spread":0.21716617993855192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022762907","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":[0.012474514,0.00030826763,0.9854199,0.000231995,0.0006495412,0.00054962287,5.917532e-7,0.0002873534,0.00007819256],"genre_scores_gemma":[0.9418318,0.0000056052777,0.05741573,0.0000928086,0.0005220918,0.0000716587,0.000022284596,0.000026013302,0.000011979704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892265,0.0000045092174,0.0003025444,0.00029802375,0.00012031557,0.0003519586],"domain_scores_gemma":[0.99964094,0.00008143795,0.00006618147,0.00012986973,0.00006797191,0.000013601421],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077109016,0.00019491914,0.00021946568,0.00031777046,0.000042878906,0.000116403644,0.00015707643,0.000055372006,0.000014737141],"category_scores_gemma":[0.00038615766,0.00021138792,0.000057968395,0.00049198983,0.0000032879334,0.00066453737,0.000030847325,0.00011851633,0.000013931475],"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":[0.00006811637,0.00016345523,0.0032398547,0.001115649,0.000038411727,0.000007049023,0.0002646786,0.7061039,0.02469441,0.06781075,0.0009551116,0.19553861],"study_design_scores_gemma":[0.0006265325,0.000007682076,0.0069040377,0.0001223264,0.000016661319,7.41027e-7,0.000015925063,0.9737193,0.0010192833,0.00020390328,0.017039692,0.0003239437],"about_ca_topic_score_codex":0.000005476969,"about_ca_topic_score_gemma":0.0000014961407,"teacher_disagreement_score":0.9293573,"about_ca_system_score_codex":0.00007112593,"about_ca_system_score_gemma":0.000017798562,"threshold_uncertainty_score":0.8620149},"labels":[],"label_agreement":null},{"id":"W2035377162","doi":"10.1177/1063293x03011001006","title":"Exchanging STEP Data through XML-Based Mediators","year":2003,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Research Council Canada; Hong Kong Polytechnic University","keywords":"Computer science; Efficient XML Interchange; XML; Data exchange; Streaming XML; XML framework; XML Schema Editor; XML validation; XML database; XML Signature; XML Encryption; The Internet; SOAP; Database; World Wide Web","score_opus":0.04397597320864835,"score_gpt":0.24380620591636393,"score_spread":0.19983023270771558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035377162","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":[0.019889483,0.0033213792,0.97156924,0.00029622798,0.0022834924,0.00015894271,0.000010517502,0.0006954576,0.001775257],"genre_scores_gemma":[0.9968079,0.000025986088,0.0017064569,0.00034832602,0.0008230143,0.000017779445,0.00018768068,0.000054966706,0.000027942635],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998548,0.000004971804,0.0002907503,0.00045238133,0.00029245164,0.00041148672],"domain_scores_gemma":[0.999139,0.0000427566,0.000120280936,0.00055674504,0.000121636316,0.00001957532],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032754356,0.00026375405,0.00026809477,0.0002486621,0.00012483375,0.00024331432,0.0005030377,0.00006558667,0.00013134284],"category_scores_gemma":[0.00035523932,0.0002591005,0.000076139164,0.0008128667,0.000020926675,0.001269647,0.00014989187,0.00017248851,0.000106665444],"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":[0.000021935824,0.00057049986,0.016977152,0.0066297874,0.00058259175,0.00009318095,0.0002656956,0.7031221,0.0016229161,0.16036987,0.01759386,0.09215044],"study_design_scores_gemma":[0.00042492492,0.0000012758364,0.000039741586,0.00013812189,0.00011213605,6.4959573e-7,0.000050797797,0.79859287,0.000098004864,0.0000671681,0.20012732,0.00034697153],"about_ca_topic_score_codex":0.00004683197,"about_ca_topic_score_gemma":0.000004658891,"teacher_disagreement_score":0.97691834,"about_ca_system_score_codex":0.000025400599,"about_ca_system_score_gemma":0.00003292691,"threshold_uncertainty_score":0.9999861},"labels":[],"label_agreement":null},{"id":"W2043841099","doi":"10.1177/1063293x08096178","title":"Design for Product Adaptability","year":2008,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":83,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Adaptability; Personalization; Product (mathematics); Systems engineering; Product design; Engineering; Manufacturing engineering; Computer science; Product design specification; World Wide Web","score_opus":0.045438066372310994,"score_gpt":0.20690504980902089,"score_spread":0.1614669834367099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043841099","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":[0.12902905,0.0007008785,0.86437434,0.00038300123,0.0029964515,0.0012766578,0.0000013379538,0.00068510504,0.0005531547],"genre_scores_gemma":[0.99526924,0.000009641997,0.003146057,0.000050777606,0.0012231368,0.00011342018,0.000033712266,0.000024250596,0.00012975924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992504,0.0000020403113,0.00017183372,0.00024162857,0.00011005321,0.00022402918],"domain_scores_gemma":[0.99965256,0.00002488527,0.00005448481,0.00013674391,0.00012217661,0.0000091169],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000243034,0.00013180406,0.0001260362,0.00010182895,0.000112948284,0.000041657957,0.00012247717,0.000022660066,0.000032968677],"category_scores_gemma":[0.00028307916,0.00013103709,0.000039472172,0.00023219193,0.000014950746,0.0005520692,0.00003979864,0.00005534585,0.00005240567],"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":[0.00039254155,0.0010405456,0.059809133,0.005764362,0.00044461302,0.000035762543,0.0016573922,0.31928125,0.044556234,0.09859335,0.19891615,0.26950866],"study_design_scores_gemma":[0.0016179116,0.000015600472,0.01732459,0.00008153009,0.00006194312,0.0000077493405,0.000023678283,0.38822523,0.007190971,0.0003448364,0.5841457,0.00096023065],"about_ca_topic_score_codex":0.0000024645785,"about_ca_topic_score_gemma":2.448708e-7,"teacher_disagreement_score":0.8662402,"about_ca_system_score_codex":0.000029978015,"about_ca_system_score_gemma":0.00002526218,"threshold_uncertainty_score":0.53435373},"labels":[],"label_agreement":null},{"id":"W2046276915","doi":"10.1177/1063293x15571759","title":"A study of overlapping and functional interaction mechanisms for concurrent engineering processes","year":2015,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","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":"Concordia University; McGill University","funders":"","keywords":"Baseline (sea); Computer science; Process (computing); Sensitivity (control systems); Interaction model; Engineering","score_opus":0.043173816670943034,"score_gpt":0.22963260601750124,"score_spread":0.1864587893465582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046276915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6952045,0.0004394401,0.29849398,0.000055147546,0.004420702,0.0010028367,0.0000029279067,0.00026899847,0.0001114691],"genre_scores_gemma":[0.999041,0.000004491985,0.00025462676,0.000014744198,0.00048255126,0.000119294615,0.000041957006,0.000024577259,0.00001675489],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912107,0.0000020661378,0.0002745106,0.0002330634,0.00019362212,0.00017567628],"domain_scores_gemma":[0.9994276,0.000039761926,0.0001358437,0.000074170806,0.00030144354,0.00002119047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022932385,0.00017070999,0.00019453367,0.00024855314,0.00004291104,0.00009482212,0.000069541515,0.0000324473,0.0000064217716],"category_scores_gemma":[0.00042030637,0.00017617187,0.000023997083,0.000303909,0.0000057898324,0.00077575614,0.00008074483,0.00007706571,0.0000036491808],"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":[0.0005549881,0.0031900336,0.027955672,0.022124084,0.0013783025,0.000019786303,0.011020144,0.59478956,0.0484801,0.19092153,0.00962863,0.08993716],"study_design_scores_gemma":[0.011985447,0.00032563653,0.00994713,0.0012465839,0.00048086175,0.000019498882,0.006529763,0.8931369,0.0047926325,0.00053003925,0.06912853,0.0018769585],"about_ca_topic_score_codex":0.0000062159356,"about_ca_topic_score_gemma":0.0000033965273,"teacher_disagreement_score":0.3038365,"about_ca_system_score_codex":0.000044807177,"about_ca_system_score_gemma":0.00003131729,"threshold_uncertainty_score":0.71840805},"labels":[],"label_agreement":null},{"id":"W2058152296","doi":"10.1177/1063293x0100900209","title":"Dynamic Task Communication for Concurrent Processing in Distributed Systems","year":2001,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Computer science; Distributed computing; Synchronization (alternating current); Task (project management); Set (abstract data type); Distributed design patterns; Distributed Computing Environment; Architecture; Process (computing); Generator (circuit theory); Programming language; Distributed algorithm; Systems engineering","score_opus":0.02391386490381725,"score_gpt":0.29633802598299214,"score_spread":0.2724241610791749,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058152296","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":[0.0074837664,0.0042017903,0.9863121,0.000066066976,0.0011424046,0.0005015312,0.000012188279,0.00025490776,0.000025276326],"genre_scores_gemma":[0.9404262,0.00011666475,0.059064217,0.0000054676484,0.000021900807,0.0002680167,0.00007415357,0.000013760644,0.000009638323],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884313,0.000047345442,0.00038456198,0.00027179602,0.0001500786,0.00030306765],"domain_scores_gemma":[0.9991934,0.00008195258,0.00012675255,0.00043181432,0.0001024525,0.00006363191],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005211508,0.00015448904,0.00018809455,0.00014033966,0.0000679132,0.00016073843,0.0007155531,0.000061906365,6.187625e-7],"category_scores_gemma":[0.00017710924,0.0001676261,0.000039980332,0.0004806523,0.00002072331,0.00056001835,0.00011238857,0.00017235635,0.000004202346],"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":[0.000009011312,0.00020021168,0.001309281,0.000988069,0.000020225669,0.0000049389455,0.0015442277,0.29652625,0.0038279153,0.18312863,0.00014132512,0.5122999],"study_design_scores_gemma":[0.0003748373,0.000021739004,0.0022234393,0.00026951203,0.000004088627,0.000008127586,0.000029420426,0.98279446,0.00007522258,0.000039672217,0.013971666,0.00018780625],"about_ca_topic_score_codex":0.0000053020512,"about_ca_topic_score_gemma":0.0000023718553,"teacher_disagreement_score":0.9329424,"about_ca_system_score_codex":0.00025395353,"about_ca_system_score_gemma":0.000039195038,"threshold_uncertainty_score":0.68355936},"labels":[],"label_agreement":null},{"id":"W2067963274","doi":"10.1177/1063293x04046614","title":"A New Design for Production (DFP) Methodology with Two Case Studies","year":2004,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","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":"University of Manitoba","funders":"University of Manitoba","keywords":"Production (economics); Product design; Product (mathematics); Product engineering; Productivity; New product development; Manufacturing engineering; Concurrent engineering; Product lifecycle; Activity-based costing; Computer science; Engineering; Industrial engineering; Product design specification; Systems engineering; Operations management; Mathematics","score_opus":0.09539631560410537,"score_gpt":0.3114412232694251,"score_spread":0.2160449076653197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067963274","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":[0.014531172,0.002133106,0.98134714,0.000038904258,0.0011010347,0.0003777818,0.0000014416132,0.0004615064,0.000007919386],"genre_scores_gemma":[0.6528102,0.000112336595,0.34658214,0.0000041746393,0.00028580424,0.000117679745,0.0000045953207,0.000045510562,0.000037518003],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993866,0.000007271721,0.00014930207,0.0001829907,0.000058760557,0.00021506325],"domain_scores_gemma":[0.9996745,0.00007881827,0.000022495158,0.000108084525,0.000054475953,0.000061618426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014714702,0.00017381707,0.00019119454,0.000121492136,0.00004552201,0.000018840345,0.00005248129,0.00003447589,0.0000032708372],"category_scores_gemma":[0.00009923307,0.00015499926,0.000027727472,0.00014490366,0.000012050023,0.0001329161,0.000010473109,0.000091626556,0.0000017651523],"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":[0.0000064304113,0.0000037724342,0.0000014862742,0.0002836671,0.00007341512,0.00002109224,0.0007226337,0.98647547,0.00033546862,0.0004443659,0.00009109462,0.011541136],"study_design_scores_gemma":[0.003530116,0.0003201819,0.000010484261,0.00047175435,0.00024415235,0.0017066185,0.00041750455,0.7544566,0.23251495,0.00064531656,0.004668754,0.0010135585],"about_ca_topic_score_codex":0.0000038028134,"about_ca_topic_score_gemma":0.0000044799895,"teacher_disagreement_score":0.6382791,"about_ca_system_score_codex":0.00009100271,"about_ca_system_score_gemma":0.000023386792,"threshold_uncertainty_score":0.63206863},"labels":[],"label_agreement":null},{"id":"W2084412328","doi":"10.1177/1063293x04044378","title":"Analysis and Synthesis of Reconfigurable Robotic Systems","year":2004,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mass customization; Realization (probability); Key (lock); Systems engineering; Computer science; Embedded system; Configuration design; Personalization; Control engineering; Systems design; Computer architecture; Engineering; Operating system","score_opus":0.008233037744778621,"score_gpt":0.18788039007586846,"score_spread":0.17964735233108983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084412328","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79008096,0.01904117,0.17976935,0.000025488169,0.0042758267,0.00056805083,0.000037419035,0.0011871249,0.0050145737],"genre_scores_gemma":[0.99942803,0.00029770777,0.00009417792,9.328466e-7,0.00006085992,0.00003691408,0.0000048101597,0.000033045617,0.000043507578],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990238,0.0000091303555,0.00038518934,0.00018536982,0.00012561613,0.00027091897],"domain_scores_gemma":[0.9995083,0.000091756236,0.000048202826,0.00022023363,0.000027879692,0.00010359019],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013288701,0.00021009291,0.00051535293,0.00041504952,0.000026069343,0.00004585067,0.00012063212,0.00008626209,0.000013767455],"category_scores_gemma":[0.000028567958,0.00020524781,0.0001125162,0.00040237498,0.000021765423,0.00010725879,0.000009165824,0.00012672723,0.000010590318],"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":[5.615998e-7,0.0000090477015,0.00020331808,0.00084852404,0.00052725495,0.0000028965264,0.000078874604,0.992283,0.003315748,0.0005211217,0.0000113964525,0.0021982607],"study_design_scores_gemma":[0.00095775054,0.000059472375,0.0050939806,0.0015083562,0.001261544,0.000055308352,0.00023246145,0.71766794,0.26963565,0.000022397156,0.002407942,0.0010972327],"about_ca_topic_score_codex":0.000086962806,"about_ca_topic_score_gemma":0.0000040616064,"teacher_disagreement_score":0.27461508,"about_ca_system_score_codex":0.00007166689,"about_ca_system_score_gemma":0.000011178447,"threshold_uncertainty_score":0.83697623},"labels":[],"label_agreement":null},{"id":"W2085627030","doi":"10.1177/1063293x08100026","title":"Web Service-oriented Electronic Catalogs for Product Customization","year":2008,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":12,"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":"","keywords":"Personalization; Computer science; Markup language; Key (lock); Component (thermodynamics); The Internet; Web service; Coding (social sciences); Parameterized complexity; World Wide Web; Service (business); Product (mathematics); XML; Database; Software engineering; Operating system","score_opus":0.008665802939793535,"score_gpt":0.19341468783090976,"score_spread":0.18474888489111624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085627030","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":[0.19663692,0.0020641019,0.79743624,0.00005254199,0.0015767611,0.00063760654,0.000028042994,0.0014352271,0.00013253752],"genre_scores_gemma":[0.9981333,0.0003182245,0.0008232713,0.000012762169,0.00020966337,0.00013961855,0.00024118839,0.000058939087,0.00006302928],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917364,0.0000028142297,0.00018960761,0.00019092741,0.000096558615,0.0003464536],"domain_scores_gemma":[0.9996704,0.000018829438,0.000024643025,0.00014521784,0.00008217136,0.000058729293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005334935,0.00018105678,0.00014976988,0.00010659884,0.0000674108,0.000015143187,0.00010309225,0.00004838547,0.000014044686],"category_scores_gemma":[0.000030636682,0.00019825855,0.00004010836,0.00022641107,0.000006664077,0.0001722487,0.000014540858,0.00012353835,0.00001248074],"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":[0.0000025383547,0.000009174977,0.00005749048,0.00033208972,0.000021502341,4.9120877e-7,0.00016287492,0.99574786,0.0008661176,0.0001789499,0.0009651861,0.001655691],"study_design_scores_gemma":[0.00047436374,0.000013900611,0.00017304765,0.000032095548,0.000014096743,0.000008751373,0.0000035982434,0.91597885,0.01134273,0.0000021035937,0.07172822,0.00022824448],"about_ca_topic_score_codex":0.0000018165256,"about_ca_topic_score_gemma":0.0000030985286,"teacher_disagreement_score":0.8014964,"about_ca_system_score_codex":0.00010280899,"about_ca_system_score_gemma":0.000036717327,"threshold_uncertainty_score":0.80847496},"labels":[],"label_agreement":null},{"id":"W2087305436","doi":"10.1177/1063293x05053794","title":"Relevance-based Content Modeling and Object Retrieval from Multi-source Image Data","year":2005,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","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":"Université du Québec en Outaouais","funders":"Natural Sciences and Engineering Research Council of Canada; Lviv Polytechnic National University","keywords":"Computer science; Image retrieval; Artificial intelligence; Object (grammar); Set (abstract data type); Representation (politics); Information retrieval; Pattern recognition (psychology); Relevance (law); Feature (linguistics); Automatic image annotation; Data mining; Image (mathematics); Computer vision","score_opus":0.08450296283644737,"score_gpt":0.27746927303095115,"score_spread":0.19296631019450378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087305436","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":[0.00825203,0.002647352,0.98769724,0.0003490615,0.00021807055,0.00015584598,0.000026316018,0.00064309506,0.000010982931],"genre_scores_gemma":[0.8076224,0.00016940969,0.19189261,0.00007553685,0.00013133067,0.0000062981276,0.000046255747,0.000018361849,0.00003780553],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987218,0.000020438489,0.00027965722,0.0005169899,0.00021864579,0.00024251612],"domain_scores_gemma":[0.9988322,0.000118830605,0.000063392465,0.000786639,0.00008828675,0.00011062922],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023345115,0.00017980066,0.00018026463,0.000078422476,0.0000627912,0.00019029102,0.0008574944,0.00005660503,0.0000050491917],"category_scores_gemma":[0.0002654528,0.00017567423,0.00003671052,0.00018514406,0.00002656505,0.0007410187,0.0003521324,0.00021022483,0.000014180543],"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":[0.000028986577,0.000233039,0.00019132126,0.00016703775,0.00007967362,0.00001590506,0.00068410765,0.016247055,0.4517652,0.0026814365,0.00034145408,0.52756476],"study_design_scores_gemma":[0.00042410014,0.0000144392825,0.000057705354,0.0000803837,0.000008327428,0.0000020289538,0.000009286872,0.95357335,0.03930423,0.0000039780557,0.0063113193,0.00021087336],"about_ca_topic_score_codex":0.000012721484,"about_ca_topic_score_gemma":9.538479e-7,"teacher_disagreement_score":0.93732625,"about_ca_system_score_codex":0.0000649321,"about_ca_system_score_gemma":0.000041867643,"threshold_uncertainty_score":0.7163787},"labels":[],"label_agreement":null},{"id":"W2088514628","doi":"10.1177/1063293x11420176","title":"Developing a Dynamic Wheelchair Using the Design Structure Matrix Method","year":2011,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"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":"Wheelchair; Process (computing); Manual wheelchair; Engineering; Computer science; Design process; Human–computer interaction; Simulation; Operations management; Work in process","score_opus":0.07920599905516156,"score_gpt":0.3287662006105174,"score_spread":0.24956020155535585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088514628","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":[0.004724535,0.001578923,0.99057543,0.000031294556,0.0023192351,0.00022490809,0.0000043823334,0.00041472403,0.00012656947],"genre_scores_gemma":[0.72096336,0.000053239877,0.27875683,0.000026903099,0.0000897413,0.000017063978,0.0000036457484,0.00005940752,0.000029783461],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910957,0.000059912105,0.00023169578,0.00016361556,0.00012525762,0.00030995748],"domain_scores_gemma":[0.9994104,0.00019641078,0.00004186614,0.00023424011,0.000042638432,0.000074456344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002931108,0.00022636438,0.00015953986,0.00011213805,0.00007715457,0.00005537319,0.000259966,0.000076402415,0.00014543116],"category_scores_gemma":[0.00007536449,0.00019070198,0.000048748476,0.00030276526,0.000012329702,0.00023754696,0.000030277715,0.00032041327,0.000018846491],"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":[0.000008368015,0.000018064036,0.000049266968,0.00033590698,0.0002566756,0.000011843041,0.007060747,0.8873016,0.049278896,0.0131205935,0.0005203467,0.042037655],"study_design_scores_gemma":[0.00014150774,0.000007788696,0.00023855681,0.000065657296,0.000048921665,0.0000707846,0.00020618243,0.9784598,0.008273527,0.0001432759,0.012011066,0.00033297593],"about_ca_topic_score_codex":0.00000591986,"about_ca_topic_score_gemma":0.0000011709786,"teacher_disagreement_score":0.71623886,"about_ca_system_score_codex":0.00016749461,"about_ca_system_score_gemma":0.000059801256,"threshold_uncertainty_score":0.7776601},"labels":[],"label_agreement":null},{"id":"W2110298837","doi":"10.1177/1063293x09105333","title":"Towards Semantic Interoperability of Collaborative Engineering in Oil Production Industry","year":2009,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":9,"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":"","keywords":"Interoperability; Semantic interoperability; Computer science; Production (economics); Collaborative engineering; Field (mathematics); Cross-domain interoperability; Feature (linguistics); Scheme (mathematics); Order (exchange); Engineering; Knowledge management; Software engineering; Systems engineering; Manufacturing engineering; World Wide Web; Business; Work in process; Operations management","score_opus":0.013019396015581547,"score_gpt":0.22508588372140603,"score_spread":0.21206648770582448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110298837","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995108,0.00044083776,0.0030541872,0.00050746795,0.00047690165,0.00007073187,9.620487e-7,0.00014866797,0.000192251],"genre_scores_gemma":[0.9993527,0.000028354962,0.00012774873,0.000034409575,0.00039870144,0.000012106961,0.0000103474285,0.000015988466,0.000019650312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989095,0.000003799716,0.0003875849,0.00028555433,0.00018310464,0.00023048298],"domain_scores_gemma":[0.99942344,0.000009386988,0.00011113385,0.0001732886,0.00026960837,0.000013138821],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026819063,0.0001999093,0.00031879215,0.00042561983,0.000024866491,0.00006953509,0.00016253452,0.000110411005,0.000015999845],"category_scores_gemma":[0.00036961102,0.00019816762,0.000058848218,0.0013606239,0.000015558595,0.00067628233,0.00004733873,0.00034832276,0.0000053653334],"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":[0.000022875207,0.0002850196,0.0066007343,0.0019185756,0.000059261547,0.000007723648,0.00038133046,0.80835456,0.01329429,0.0022564821,0.00009834997,0.16672078],"study_design_scores_gemma":[0.00073612743,0.0000189261,0.016359117,0.0013138803,0.000086886255,0.0000017736679,0.00019760327,0.9747699,0.0045345724,0.000094159,0.0013339497,0.00055311626],"about_ca_topic_score_codex":0.00005621953,"about_ca_topic_score_gemma":0.0000060675457,"teacher_disagreement_score":0.16641532,"about_ca_system_score_codex":0.000053364307,"about_ca_system_score_gemma":0.000027536109,"threshold_uncertainty_score":0.8081041},"labels":[],"label_agreement":null},{"id":"W2121856880","doi":"10.1177/1063293x0100900403","title":"Project Estimation from Feasibility Study until Completion: A Quantitative Methodology","year":2001,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Concordia University","funders":"","keywords":"Estimation; Computer science; Project plan; Project management; Plan (archaeology); Project planning; Project management triangle; Systems engineering; Operations research; Risk analysis (engineering); Industrial engineering; Process management; Engineering; Business","score_opus":0.2436359053915479,"score_gpt":0.41609952990918836,"score_spread":0.17246362451764047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121856880","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":[0.3523479,0.00022810364,0.645735,0.000041785566,0.00069173164,0.00044185127,0.00000391634,0.0005004918,0.000009181223],"genre_scores_gemma":[0.84275,0.0000065270597,0.15705404,0.0000063702387,0.000056626137,0.00008846159,0.000012522652,0.000015661682,0.000009796786],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821776,0.0001911047,0.0003030572,0.00054984353,0.0003813289,0.00035691858],"domain_scores_gemma":[0.9970691,0.002067851,0.000054086893,0.00058653427,0.00013337709,0.00008905905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008428249,0.00020739854,0.00029895204,0.00023911825,0.000065606764,0.00012528858,0.0006761112,0.000053073793,0.000020245718],"category_scores_gemma":[0.0021440326,0.00021371568,0.00006120345,0.0007149122,0.00002561643,0.00038580387,0.00026596503,0.00029266064,0.000047796737],"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":[0.0000922987,0.0020402032,0.41854843,0.000292461,0.0006230437,0.000393787,0.021328812,0.40902027,0.006416098,0.033245876,0.00090293563,0.10709575],"study_design_scores_gemma":[0.0006277683,0.00023404624,0.17420436,0.000037703256,0.000010245059,0.000011405517,0.00009177981,0.8235598,0.00018347568,0.0001211903,0.0006687754,0.0002494047],"about_ca_topic_score_codex":0.00013908416,"about_ca_topic_score_gemma":0.000008755587,"teacher_disagreement_score":0.49040207,"about_ca_system_score_codex":0.00017260689,"about_ca_system_score_gemma":0.00006633824,"threshold_uncertainty_score":0.8715073},"labels":[],"label_agreement":null},{"id":"W2128900140","doi":"10.1177/1063293x05051772","title":"Design Parameter Estimation using a Modified QFD Method to Improve Customer Perception","year":2005,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Quality Function Deployment in Product Design","field":"Business, Management and Accounting","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Quality function deployment; Benchmarking; Competitor analysis; Voice of the customer; House of Quality; Customer satisfaction; Computer science; Product planning; Reliability engineering; New product development; Product design; Product (mathematics); Industrial engineering; Engineering; Operations research; Service quality; Operations management; Service (business); Value engineering; Customer retention; Mathematics; Marketing; Business","score_opus":0.06289518260668825,"score_gpt":0.2990971691398536,"score_spread":0.23620198653316538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128900140","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":[0.02148226,0.000039038237,0.97553384,0.00035694733,0.0013284194,0.0006627739,0.0000011480818,0.00047270377,0.0001228763],"genre_scores_gemma":[0.749134,0.0000014212835,0.24814984,0.000749402,0.001660346,0.00010100124,0.00001603359,0.0000670096,0.00012095579],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845344,0.000028066384,0.00040365398,0.00044114786,0.0003054408,0.00036822312],"domain_scores_gemma":[0.9993202,0.00010480109,0.00012900906,0.00027954899,0.00013212657,0.000034281446],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00092907954,0.000270857,0.0002321242,0.0004436925,0.00009812388,0.0002910647,0.000176786,0.00007781686,0.00020027043],"category_scores_gemma":[0.00030095532,0.00028775513,0.00007862587,0.0004882805,0.000010546424,0.0013563763,0.00008651362,0.00017457073,0.00075348327],"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":[0.000015739432,0.000038275193,0.000019748819,0.000101104284,0.000024062767,7.0843925e-7,0.00009117827,0.83175856,0.04687335,0.0014353059,0.0011903712,0.11845159],"study_design_scores_gemma":[0.00034652295,0.000010563082,0.00010187514,0.000055324752,0.00007730381,0.0000024920712,0.00002733435,0.98417616,0.002138567,0.000084004736,0.012614859,0.0003649885],"about_ca_topic_score_codex":0.000025644582,"about_ca_topic_score_gemma":3.2070554e-7,"teacher_disagreement_score":0.7276517,"about_ca_system_score_codex":0.0001695647,"about_ca_system_score_gemma":0.000015559937,"threshold_uncertainty_score":0.99995744},"labels":[],"label_agreement":null},{"id":"W2131534747","doi":"10.1177/1063293x06063842","title":"Modeling of Non-linear Relations among Different Design and Manufacturing Evaluation Measures for Multiobjective Optimal Concurrent Design","year":2006,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Advanced Multi-Objective Optimization Algorithms","field":"Computer Science","cited_by":30,"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 Calgary","funders":"","keywords":"Measure (data warehouse); Weighting; Calipers; Relation (database); Multi-objective optimization; Concurrent engineering; Computer science; Engineering; Industrial engineering; Mathematical optimization; Mathematics; Data mining; Scheduling (production processes)","score_opus":0.03447491840577782,"score_gpt":0.2751872620252006,"score_spread":0.2407123436194228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131534747","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":[0.013653904,0.00046186856,0.9834641,0.000009230154,0.00052818115,0.0017221889,0.000007714951,0.00014633502,0.000006426816],"genre_scores_gemma":[0.618949,0.00001231293,0.3807158,0.0000011179019,0.00004943435,0.0002333353,0.000012136788,0.000020540336,0.000006334863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982721,0.000082706196,0.00046857586,0.0004934528,0.0003707347,0.00031241833],"domain_scores_gemma":[0.99874735,0.00038002137,0.00016445604,0.00022552184,0.00039678602,0.00008588074],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005085339,0.0002899779,0.0003037344,0.00024725214,0.00013792513,0.00006129641,0.00023382479,0.000081578735,0.0000021249577],"category_scores_gemma":[0.00018000371,0.00029551334,0.000082634695,0.00012177444,0.000040482064,0.0005918956,0.0000950316,0.0001645524,8.278305e-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":[0.000005329599,0.00004666814,0.000041607924,0.000027876398,0.000028897419,3.574083e-7,0.0003026091,0.9838506,0.0010248228,0.00030776483,0.0000040862847,0.014359394],"study_design_scores_gemma":[0.001413156,0.00007469953,0.0010239466,0.0001106206,0.00004733495,0.0000022542406,0.000024355226,0.9738687,0.023060648,0.00007398095,0.000006513581,0.000293764],"about_ca_topic_score_codex":0.0000084491485,"about_ca_topic_score_gemma":0.0000013031264,"teacher_disagreement_score":0.60529506,"about_ca_system_score_codex":0.00024892986,"about_ca_system_score_gemma":0.00006169103,"threshold_uncertainty_score":0.9999497},"labels":[],"label_agreement":null},{"id":"W2148484438","doi":"10.1177/1063293x09102254","title":"The Value of Organizational Structures","year":2009,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Concordia University","funders":"","keywords":"Hierarchy; New product development; Stochastic game; Value (mathematics); Cluster (spacecraft); Computer science; Knowledge management; Operations research; Industrial engineering; Engineering; Mathematics; Business; Marketing; Economics","score_opus":0.004577380063870521,"score_gpt":0.17788521051571815,"score_spread":0.17330783045184764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148484438","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8742018,0.004337205,0.092409305,0.0049990043,0.0093188565,0.00096173875,0.000004055318,0.0009696302,0.012798424],"genre_scores_gemma":[0.99921024,0.00001103869,0.000120036755,0.00008966128,0.00050334586,0.0000013204697,0.00001937816,0.000006834553,0.000038155365],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995487,0.0000011445991,0.00013709767,0.00007992187,0.00012622066,0.000106934735],"domain_scores_gemma":[0.99975497,0.000013593173,0.0000624912,0.00007576679,0.000089036956,0.0000041382427],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008938921,0.00007139753,0.00006267714,0.000057600144,0.000073579424,0.00006500285,0.00013245143,0.000017400365,0.000026970543],"category_scores_gemma":[0.0001449787,0.00005346663,0.000018237073,0.00027248752,0.00000951639,0.0002114621,0.000025603691,0.000043668,0.000011720908],"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":[0.0000029900038,0.000010268245,0.0019607095,0.00003573031,0.000013280538,3.386728e-7,0.00003213689,0.007649886,0.0027484174,0.966147,0.0019183729,0.01948084],"study_design_scores_gemma":[0.0015066613,0.000019549507,0.3332551,0.0001616248,0.00010195079,0.0000043287573,0.000112727466,0.21142943,0.0124114165,0.027470386,0.41255873,0.0009680713],"about_ca_topic_score_codex":9.437837e-7,"about_ca_topic_score_gemma":1.8445729e-7,"teacher_disagreement_score":0.93867666,"about_ca_system_score_codex":0.000010423222,"about_ca_system_score_gemma":0.00001133187,"threshold_uncertainty_score":0.21803059},"labels":[],"label_agreement":null},{"id":"W2156895135","doi":"10.1177/1063293x05059806","title":"Synthesis, Evaluation, and Selection of Parts Design Scheme in Supplier Involved Product Development","year":2005,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Quality Function Deployment in Product Design","field":"Business, Management and Accounting","cited_by":19,"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 Calgary","funders":"","keywords":"Scheme (mathematics); House of Quality; Quality function deployment; New product development; Manufacturing engineering; Software deployment; Product design; Product (mathematics); Systems engineering; Selection (genetic algorithm); Computer science; Process (computing); Product design specification; Quality (philosophy); Integer programming; Industrial engineering; Engineering; Software engineering; Business; Mathematics; Artificial intelligence","score_opus":0.05146716673751466,"score_gpt":0.25222949544408213,"score_spread":0.20076232870656746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156895135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94314015,0.0020906953,0.050936412,0.0007123429,0.00085937465,0.0017504182,7.5826216e-7,0.00032123807,0.00018863684],"genre_scores_gemma":[0.99482167,0.00001472432,0.0044369237,0.0000458564,0.00042687028,0.00020049501,0.000008102118,0.000024116809,0.000021232081],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987294,0.000021548583,0.00041877577,0.0003066177,0.00031175226,0.00021187808],"domain_scores_gemma":[0.9994955,0.00006988103,0.0001281815,0.00010876983,0.0001850283,0.000012645988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016139111,0.00016651278,0.0001882433,0.00034087364,0.0000440466,0.00006039681,0.000087073,0.000036734047,0.00015418221],"category_scores_gemma":[0.0006116754,0.0001788962,0.000019756626,0.0004066774,0.00001794135,0.000645516,0.00004692064,0.00010185172,0.00002931383],"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":[0.0001190687,0.00080611976,0.14689733,0.0028151507,0.0002786964,0.0000021482515,0.00087347545,0.2119597,0.07265302,0.010551416,0.0087206215,0.54432327],"study_design_scores_gemma":[0.0015311266,0.000015282256,0.059452012,0.0005215602,0.0001278551,0.0000028842476,0.000090489484,0.65196216,0.14998055,0.00011902408,0.13529494,0.0009020963],"about_ca_topic_score_codex":0.0000060087787,"about_ca_topic_score_gemma":0.000008422617,"teacher_disagreement_score":0.54342115,"about_ca_system_score_codex":0.00011040909,"about_ca_system_score_gemma":0.000051639043,"threshold_uncertainty_score":0.7295175},"labels":[],"label_agreement":null},{"id":"W2166779075","doi":"10.1177/1063293x02010002638","title":"HOME: House Of Modular Enhancement—a Tool for Modular Product Redesign","year":2002,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Modular design; Modular programming; Systems engineering; Product engineering; Manufacturing engineering; Product design specification; Product (mathematics); Mass customization; Product design; Engineering; Product lifecycle; Control reconfiguration; Computer science; Software; Personalization; Software engineering; New product development; Embedded system; Business","score_opus":0.01843222105221744,"score_gpt":0.18937343220944397,"score_spread":0.17094121115722652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166779075","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58374256,0.003523305,0.4047028,0.00045802543,0.003976491,0.0021381096,0.000006803169,0.0008605673,0.00059130014],"genre_scores_gemma":[0.99701494,0.000057006306,0.0015153723,0.000044838052,0.00085640274,0.000117560696,0.00003367703,0.000057666646,0.00030252122],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988169,0.0000029281262,0.00034608948,0.0003214336,0.00020813286,0.00030451885],"domain_scores_gemma":[0.9994068,0.00001587487,0.00014929488,0.0002478128,0.00016904042,0.000011162305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024916977,0.00020419134,0.00023659738,0.00021878874,0.000064810025,0.00007781673,0.00020391929,0.00003908045,0.00009828501],"category_scores_gemma":[0.00019947934,0.00021355844,0.00007505417,0.00036575174,0.000015964337,0.0006872503,0.00006243561,0.00006978198,0.00005621456],"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":[0.0000916718,0.001094032,0.00651188,0.008658463,0.0006162233,0.0000120102495,0.00092558586,0.111198485,0.4384919,0.05690372,0.04885666,0.32663935],"study_design_scores_gemma":[0.0023119499,0.00002981135,0.0021121057,0.0003286747,0.0001581377,0.0000015035002,0.000027740942,0.73437214,0.045664616,0.00029944358,0.21358415,0.0011097216],"about_ca_topic_score_codex":0.0000018413544,"about_ca_topic_score_gemma":1.34289e-7,"teacher_disagreement_score":0.62317365,"about_ca_system_score_codex":0.00003520472,"about_ca_system_score_gemma":0.0000074004247,"threshold_uncertainty_score":0.870866},"labels":[],"label_agreement":null},{"id":"W2300287857","doi":"10.1177/1063293x16631800","title":"Estimating design effort using parametric models: A case study at Pratt &amp; Whitney Canada","year":2016,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Concordia University","funders":"","keywords":"Aerospace; Revenue; Engineering; Estimation; Parametric statistics; Cost estimate; Parametric model; Operations research; Systems engineering; Economics","score_opus":0.049826163596941926,"score_gpt":0.2418098495878329,"score_spread":0.19198368599089097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2300287857","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":[0.4239043,0.00024399198,0.5746867,0.0000022603085,0.0006617823,0.000249518,0.0000051685215,0.0002353472,0.000010897561],"genre_scores_gemma":[0.97576326,0.000010190482,0.023961838,0.0000033390359,0.00009802058,0.000055008535,0.0000036969095,0.00007343104,0.00003119811],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99868953,0.000014099859,0.00035470922,0.00028207508,0.00024203575,0.00041755888],"domain_scores_gemma":[0.99934596,0.00013325147,0.00005480972,0.00025288097,0.000052842246,0.0001602387],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016966775,0.00030093416,0.00025566277,0.00016881555,0.00010930066,0.000052891122,0.00013647931,0.000057731344,0.000027406437],"category_scores_gemma":[0.00007831597,0.0002546056,0.00003489065,0.00028211792,0.000007922183,0.00026395347,0.000066466,0.00012441425,0.0000036116176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014112444,0.000013378034,0.00032782942,0.00012974662,0.000042507483,0.00013110541,0.0002065643,0.99541014,0.000095308016,0.000004973947,0.0000914808,0.0035455571],"study_design_scores_gemma":[0.0004339865,0.000017247457,0.000030321102,0.00013280234,0.00004051329,0.00024939113,0.000033018114,0.9978289,0.0006377949,0.0000036846682,0.00022775885,0.00036461017],"about_ca_topic_score_codex":0.006758154,"about_ca_topic_score_gemma":0.00722305,"teacher_disagreement_score":0.55185896,"about_ca_system_score_codex":0.00075988,"about_ca_system_score_gemma":0.00008358588,"threshold_uncertainty_score":0.99999064},"labels":[],"label_agreement":null},{"id":"W2303774688","doi":"10.1177/1063293x16635721","title":"Matrix-based hierarchical clustering for developing product architecture","year":2016,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":10,"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 Calgary; Concordia University","funders":"","keywords":"Design structure matrix; Cluster analysis; Diagonal; Computer science; Product (mathematics); Hierarchical clustering; Component (thermodynamics); Product design; Matrix (chemical analysis); Architecture; Data mining; Variety (cybernetics); Engineering; Mathematics; Systems engineering; Artificial intelligence","score_opus":0.013961229235162452,"score_gpt":0.22232606716333417,"score_spread":0.2083648379281717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2303774688","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":[0.021990338,0.00017297988,0.9717476,0.003273733,0.0016913878,0.0005372743,0.0000032728224,0.00044958215,0.00013386982],"genre_scores_gemma":[0.98533857,0.0000047855306,0.011711068,0.00023527518,0.0022820998,0.00014705514,0.000048322403,0.000060243263,0.00017260129],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988324,0.000003162288,0.00025710318,0.00035569284,0.00016198984,0.00038962837],"domain_scores_gemma":[0.9995662,0.00006161704,0.00008543184,0.00016443915,0.00010667884,0.000015633355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024134971,0.00021732437,0.00017998272,0.00027382915,0.00010129479,0.00011586846,0.00020766396,0.000042710002,0.000024682855],"category_scores_gemma":[0.00037516054,0.00016407235,0.0000679542,0.000278843,0.00001899208,0.00039217295,0.00008878824,0.00008151165,0.000043425513],"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":[0.00018491817,0.00009709396,0.006115887,0.0040719807,0.00014758651,0.000010380553,0.00014020882,0.030736165,0.076296486,0.07795296,0.006149998,0.79809636],"study_design_scores_gemma":[0.0036756461,0.000017223234,0.0041156677,0.0012426971,0.000076687385,0.0000052815376,0.000011068315,0.13429372,0.013357487,0.0010865371,0.8406159,0.0015020439],"about_ca_topic_score_codex":0.0000013190687,"about_ca_topic_score_gemma":0.0000022678544,"teacher_disagreement_score":0.9633482,"about_ca_system_score_codex":0.000072142124,"about_ca_system_score_gemma":0.000047642032,"threshold_uncertainty_score":0.6690676},"labels":[],"label_agreement":null},{"id":"W2413860650","doi":"10.1177/1063293x15625097","title":"Matrix-based quality tools for concept generation in eco-design","year":2016,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Quality Function Deployment in Product Design","field":"Business, Management and Accounting","cited_by":13,"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 Calgary; Concordia University","funders":"","keywords":"Quality function deployment; Computer science; Quality (philosophy); Context (archaeology); Process (computing); Systems engineering; Chart; Engineering design process; Function (biology); House of Quality; Software engineering; New product development; Engineering; Mathematics; Service (business); Programming language; Service quality","score_opus":0.11824908833540486,"score_gpt":0.30153653123533136,"score_spread":0.1832874428999265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413860650","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":[0.024345519,0.00019560642,0.97078955,0.0012913443,0.002094098,0.00089436513,0.000011064739,0.00032546904,0.00005301033],"genre_scores_gemma":[0.995524,0.000004315101,0.0017022862,0.00034943986,0.0018826609,0.00027083035,0.000069219845,0.00004538581,0.0001518686],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859893,0.000025604211,0.00048640757,0.00036713202,0.00020311573,0.0003188273],"domain_scores_gemma":[0.9990336,0.0004227663,0.00015477264,0.0002487883,0.00012429139,0.000015818445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010804507,0.00020460294,0.00022994351,0.00023701137,0.000052116604,0.00022382633,0.00017052886,0.00006856852,0.00017574457],"category_scores_gemma":[0.0011947153,0.00017422817,0.00008363517,0.000250886,0.000021168269,0.0012747862,0.00002973916,0.00007036708,0.00009639058],"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":[0.00019701204,0.00041368182,0.0037953448,0.0013516634,0.00010841602,0.0000073379415,0.00011549624,0.2829198,0.20571049,0.22829266,0.057528686,0.21955942],"study_design_scores_gemma":[0.0076371576,0.0000742664,0.0028810303,0.000375148,0.000081241,9.034912e-7,0.000051969564,0.6260209,0.043587517,0.000857024,0.31686255,0.001570251],"about_ca_topic_score_codex":0.000010332661,"about_ca_topic_score_gemma":0.0000025720126,"teacher_disagreement_score":0.9711785,"about_ca_system_score_codex":0.00012480952,"about_ca_system_score_gemma":0.000029795103,"threshold_uncertainty_score":0.7104819},"labels":[],"label_agreement":null},{"id":"W2921016714","doi":"10.1177/1063293x19832940","title":"Study on lightweight structural optimization design system for gantry machine tool","year":2019,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":19,"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":"Canadian Institutes of Health Research","keywords":"Gantry crane; Frame (networking); Machine tool; Parametric statistics; Engineering; Computer science; Structural engineering; Mechanical engineering","score_opus":0.011472946773542632,"score_gpt":0.22931708497419206,"score_spread":0.21784413820064943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921016714","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":[0.030707633,0.00044438313,0.96473134,0.0000029124503,0.0021373718,0.001068877,0.00001612025,0.00080955715,0.00008181695],"genre_scores_gemma":[0.9810226,0.000014597714,0.018568242,0.0000037594882,0.00012550078,0.00010562069,0.000052614178,0.000081460865,0.000025602187],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991058,0.000009024828,0.00025940046,0.00023938173,0.00013402174,0.0002523709],"domain_scores_gemma":[0.99958074,0.00009346462,0.000040416595,0.00018876442,0.000047139823,0.000049457405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009107936,0.0002476441,0.00023339852,0.00010910984,0.000050752416,0.000052998457,0.0001311714,0.000058255308,0.000013413467],"category_scores_gemma":[0.000027426544,0.00023586059,0.000046063706,0.00015169702,0.0000031283992,0.00018738379,0.000017319335,0.00013569788,0.0000117055715],"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":[0.0000113981305,0.000010521294,0.00016197462,0.00033201382,0.000035343586,0.0000013049698,0.00017291537,0.99728066,0.0002015194,0.0004995455,0.000016790387,0.0012760431],"study_design_scores_gemma":[0.0009351731,0.0001656601,0.000106778156,0.00013712868,0.000027247814,0.0000037651234,0.00007751882,0.9962723,0.0017849193,0.0000018808825,0.00019478897,0.00029283014],"about_ca_topic_score_codex":3.4684098e-7,"about_ca_topic_score_gemma":7.6968334e-8,"teacher_disagreement_score":0.950315,"about_ca_system_score_codex":0.000121025274,"about_ca_system_score_gemma":0.0000077132945,"threshold_uncertainty_score":0.96181154},"labels":[],"label_agreement":null},{"id":"W2971095980","doi":"10.1177/1063293x19870841","title":"A decision-making framework for environmentally sustainable product design","year":2019,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Quality Function Deployment in Product Design","field":"Business, Management and Accounting","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":"École de Technologie Supérieure","funders":"","keywords":"Conceptual design; Computer science; Fuzzy logic; Product design; Goal programming; Quality function deployment; Voice of the customer; Quality (philosophy); Product (mathematics); House of Quality; Systems engineering; Engineering; Operations research; Service quality; Service (business); Operations management; Marketing; Artificial intelligence; Customer advocacy; Customer retention","score_opus":0.01934371126148786,"score_gpt":0.24333492829412903,"score_spread":0.2239912170326412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2971095980","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":[0.022599144,0.0005462511,0.97059464,0.00022012442,0.0034149375,0.001952919,0.0000015059323,0.0004142778,0.00025622352],"genre_scores_gemma":[0.9671755,0.000008219147,0.029900342,0.0004163934,0.0015689876,0.00024299709,0.000013751126,0.00009951763,0.0005743385],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981731,0.000008499567,0.00036633632,0.0005630591,0.00032424566,0.0005647355],"domain_scores_gemma":[0.9987719,0.00049172033,0.00016212503,0.00045990586,0.00009617597,0.00001816337],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00087049016,0.00028294174,0.0002640348,0.0002718962,0.00012035623,0.0003244657,0.00032598237,0.00006991674,0.00048187395],"category_scores_gemma":[0.0012230488,0.00029605083,0.00011324497,0.00037410538,0.000017895927,0.0010771063,0.00017168828,0.00019611392,0.0005906664],"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":[0.00027238554,0.00033717396,0.006015108,0.0031680434,0.00022263291,0.000019593695,0.00019476854,0.25759688,0.0038242002,0.6394206,0.01975342,0.06917518],"study_design_scores_gemma":[0.0016900023,0.00010355073,0.0017868453,0.0010883107,0.00018003143,0.000007936012,0.0004959831,0.21205632,0.0013652314,0.036720116,0.74280655,0.0016990846],"about_ca_topic_score_codex":0.0000026300581,"about_ca_topic_score_gemma":7.434713e-8,"teacher_disagreement_score":0.9445763,"about_ca_system_score_codex":0.00014075931,"about_ca_system_score_gemma":0.000022865634,"threshold_uncertainty_score":0.99994916},"labels":[],"label_agreement":null},{"id":"W3016868175","doi":"10.1177/1063293x20911165","title":"A model for supporting the ideas screening during front end of the innovation process based on combination of methods of EcaTRIZ, AHP, and SWOT","year":2020,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"SWOT analysis; Analytic hierarchy process; Process (computing); Product (mathematics); Process management; Front and back ends; Product innovation; New product development; Engineering; Innovation management; Management science; Hierarchy; Computer science; Knowledge management; Engineering management; Operations research; Marketing; Business; Economics","score_opus":0.23002052544576243,"score_gpt":0.46171943277677047,"score_spread":0.23169890733100804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016868175","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":[0.40526617,0.00006283101,0.5940349,0.00018167586,0.000110319066,0.00030694198,0.000017750406,0.000010254546,0.000009122465],"genre_scores_gemma":[0.9749951,8.108116e-7,0.024908064,0.000028561602,0.00002349272,0.000022234653,0.000002514276,0.000014678938,0.0000045788256],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99766165,0.00009139355,0.0011326474,0.00027994762,0.0006809834,0.00015339181],"domain_scores_gemma":[0.99648535,0.0017236267,0.0008662351,0.00029294114,0.00059599377,0.00003587982],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0028994984,0.0001369681,0.00033716866,0.00024652315,0.00007293212,0.000042326454,0.0004950031,0.000046906203,0.000011003471],"category_scores_gemma":[0.010972611,0.00008786271,0.000096147945,0.0008128464,0.00005546485,0.00016209469,0.00013416106,0.00013676805,1.4152295e-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":[0.00006936345,0.000030602467,0.0016986089,0.00033806663,0.00001733323,1.1749766e-7,0.0025274449,0.814233,0.1062483,0.0027751762,0.000019727291,0.07204228],"study_design_scores_gemma":[0.00068307423,0.00003696474,0.0032270346,0.00019065973,0.00001587699,3.8013346e-7,0.0002413548,0.9326786,0.06235297,0.00046523995,0.000029986073,0.000077903875],"about_ca_topic_score_codex":0.0000016576873,"about_ca_topic_score_gemma":3.8898494e-7,"teacher_disagreement_score":0.5697289,"about_ca_system_score_codex":0.00001635661,"about_ca_system_score_gemma":0.000060521106,"threshold_uncertainty_score":0.9973584},"labels":[],"label_agreement":null},{"id":"W3087926714","doi":"10.1177/1063293x20958916","title":"Performance measurement of a lean product development process","year":2020,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Quality and Supply Management","field":"Business, Management and Accounting","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":"Concordia University","funders":"","keywords":"Process (computing); New product development; Lean laboratory; Product (mathematics); Lean project management; Engineering; Process management; Manufacturing engineering; Lean manufacturing; Systems engineering; Measure (data warehouse); Chart; Computer science; Software development; Business; Data mining","score_opus":0.04921021213221681,"score_gpt":0.21579230755782236,"score_spread":0.16658209542560554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3087926714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94135165,0.0006844658,0.050055537,0.0015051679,0.0010122722,0.0009861265,0.0000016069162,0.00053086306,0.0038723305],"genre_scores_gemma":[0.9991047,0.0000048493434,0.00025139345,0.00021385823,0.00034588508,0.000038860366,0.000009449662,0.000019869985,0.00001116673],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986741,0.000001986353,0.0003502011,0.00024915737,0.0004851757,0.0002393824],"domain_scores_gemma":[0.9995762,0.0000049393443,0.00010862052,0.00012118302,0.00016734313,0.000021688575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034476185,0.00017219168,0.00020359604,0.000099640696,0.00005253885,0.00004658832,0.00024731972,0.000018355478,0.00007644694],"category_scores_gemma":[0.00012157912,0.00016991381,0.000042577325,0.0003475414,0.000015667094,0.00041659953,0.0001222814,0.0001063189,0.00007516794],"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":[0.00018052445,0.00092612504,0.0560509,0.07506996,0.0008116314,0.000025622167,0.0066878735,0.29571822,0.018663809,0.050634284,0.009751362,0.48547968],"study_design_scores_gemma":[0.001830702,0.000057524147,0.027343463,0.0010455614,0.00014143648,0.0000010211811,0.00053243956,0.3920216,0.020358281,0.000045032317,0.55527467,0.0013482665],"about_ca_topic_score_codex":0.0000041361845,"about_ca_topic_score_gemma":0.0000014986344,"teacher_disagreement_score":0.54552335,"about_ca_system_score_codex":0.000033634904,"about_ca_system_score_gemma":0.000030054152,"threshold_uncertainty_score":0.6928884},"labels":[],"label_agreement":null},{"id":"W4388347766","doi":"10.1177/1063293x231213510","title":"Harness collaboration between manufacturing Small and medium-sized enterprises through a collaborative platform based on the business model canvas","year":2023,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Business model; Knowledge management; Business; Aerospace; Terminology; Computer science; Process management; Engineering; Marketing","score_opus":0.037996416586001024,"score_gpt":0.22703242668297058,"score_spread":0.18903601009696955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388347766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9773624,0.000083199164,0.01642296,0.002596665,0.001078511,0.00075077784,0.000063222564,0.0005772769,0.0010650108],"genre_scores_gemma":[0.99855524,0.00003105791,0.000107699045,0.00032918193,0.0005677428,0.00013685558,0.00019282836,0.00004003821,0.00003936191],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988516,0.0000037673396,0.0002884593,0.0003228164,0.00018826962,0.000345118],"domain_scores_gemma":[0.99916613,0.00031444483,0.00014705225,0.00021541388,0.0001347662,0.000022177554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003010735,0.00029057296,0.00027807325,0.00023147631,0.0002514843,0.0005053949,0.00024547958,0.00008784049,0.000032054977],"category_scores_gemma":[0.00020636368,0.00022502121,0.000041588384,0.00080143596,0.00003563149,0.0010024,0.00013365538,0.0002006062,0.000058210793],"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":[0.00013369437,0.000068312715,0.015451799,0.0016052992,0.00024430864,0.000028600996,0.0015605722,0.9439268,0.000411919,0.022811368,0.003957244,0.009800063],"study_design_scores_gemma":[0.0012893925,0.00001072575,0.019355917,0.00046314814,0.00008587045,5.417057e-7,0.00053577306,0.9537463,0.0021295499,0.0010441586,0.02075657,0.00058205234],"about_ca_topic_score_codex":0.000052702246,"about_ca_topic_score_gemma":0.00004667105,"teacher_disagreement_score":0.02176721,"about_ca_system_score_codex":0.00005898444,"about_ca_system_score_gemma":0.00007905304,"threshold_uncertainty_score":0.9176099},"labels":[],"label_agreement":null},{"id":"W4401717800","doi":"10.1177/1063293x241266338","title":"Decision-making solutions based artificial intelligence and hybrid software for optimal sizing and energy management in a smart grid system","year":2024,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Université de Sousse; King Saud University; Université Monastir; Université du Québec à Trois-Rivières","keywords":"Sizing; Energy management; Smart grid; Photovoltaic system; Grid; Computer science; Battery (electricity); Energy management system; Renewable energy; Energy storage; Automotive engineering; Engineering; Power (physics); Energy (signal processing); Electrical engineering","score_opus":0.012394490518000168,"score_gpt":0.2172998922927127,"score_spread":0.20490540177471253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401717800","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":[0.0033534195,0.018150242,0.97644943,0.000011494224,0.0013878746,0.00016797955,0.000030382953,0.00043905978,0.000010128114],"genre_scores_gemma":[0.96941257,0.00035489505,0.029900346,0.000004736957,0.00013075901,0.0001384435,0.000018475761,0.000038210444,0.0000015467953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991213,0.000005522931,0.00027632987,0.00024167943,0.00007718717,0.00027798238],"domain_scores_gemma":[0.99960697,0.00022018967,0.000012119654,0.00008564424,0.00002145969,0.000053595977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000143682,0.00017296597,0.00016290478,0.00026974725,0.000053217173,0.00014902648,0.00006404226,0.00003795091,0.0000027650217],"category_scores_gemma":[0.000033271805,0.00019117133,0.000037942307,0.00019425913,0.000011747838,0.00012805618,0.000044065084,0.00009259138,0.000001066273],"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":[0.0000033685178,0.000003257248,0.000004156761,0.00050030905,0.000021486572,0.000012747776,0.00003187964,0.6363804,0.00006110496,0.0033759354,0.000022941347,0.35958245],"study_design_scores_gemma":[0.000094317715,0.000013291306,0.000022601253,0.0011949803,0.00003272394,0.000011640743,0.000041173364,0.99496484,0.0001480135,0.000035228662,0.0032452736,0.00019589477],"about_ca_topic_score_codex":0.0000017955417,"about_ca_topic_score_gemma":0.0000044483545,"teacher_disagreement_score":0.96605915,"about_ca_system_score_codex":0.000105692925,"about_ca_system_score_gemma":0.000009955551,"threshold_uncertainty_score":0.7795741},"labels":[],"label_agreement":null}]}