{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"e4932ab2c3a4","filters":{"venue":"Journal of Integrated Design & Process Science archive"}},"results":[{"id":"W1865145025","doi":"","title":"DESIGN CONFLICT: CONCEPTUAL STRUCTURE AND MATHEMATICAL REPRESENTATION","year":2011,"lang":"en","type":"article","venue":"Journal of Integrated Design & Process Science archive","topic":"Design Education and Practice","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Axiom; Representation (politics); Object (grammar); Computer science; Theory; Theoretical computer science; Mathematical structure; Algebra over a field; Epistemology; Management science; Mathematics; Artificial intelligence; Programming language; Engineering; Pure mathematics; Political science; Mathematics education","authors":[{"name":"Baiquan Yan","is_ca":true},{"name":"Yong Zeng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07956281685489255,"gpt":0.3133841494587007,"spread":0.2338213326038081,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008315759,0.0009203785,0.0007188736,0.002945157,0.002123246,0.006295373,0.00252998,0.002440551,0.00431987],"category_scores_gemma":[0.01409015,0.0007754556,0.00150822,0.002354047,0.008521199,0.01381992,0.003875868,0.003414945,0.0008194938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002759448,"about_ca_system_score_gemma":0.002358478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179792,"about_ca_topic_score_gemma":0.0007188784,"domain_scores_codex":[0.9921687,0.004038874,0.0008458236,0.0007601125,0.001823865,0.000362651],"domain_scores_gemma":[0.99177,0.004480221,0.001078898,0.001440943,0.001023143,0.0002066738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000369169,0.000005902804,0.00006091321,0.00002889565,0.000003802985,0.00003107655,0.00029869,0.001232845,0.00009695408,0.9933805,0.0002397633,0.004616979],"study_design_scores_gemma":[0.00001423428,0.00002144432,0.00005020811,0.00007494111,0.00001142908,0.0001752206,0.0002396189,0.01608702,0.0004553476,0.9634827,0.01937106,0.0000167311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005658752,0.0006017162,0.9750119,0.001767809,0.0001097064,0.00008621443,0.00005656448,0.0001341548,0.0165731],"genre_scores_gemma":[0.3237359,0.0009347734,0.6670299,0.0006506168,0.0002387431,0.000791511,0.0003299935,0.00009875582,0.006189873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008315759,"threshold_uncertainty_score":0.04397845,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W359654069","doi":"","title":"Adaptable Design With Flexible Interface Systems","year":2004,"lang":"en","type":"article","venue":"Journal of Integrated Design & Process Science archive","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Engineering; Manufacturing engineering; Product design; Product (mathematics); Quality (philosophy); Design technology; Systems engineering; Product lifecycle; Interface (matter); Personalization; Design for X; Design review (U.S. government); Product engineering; Risk analysis (engineering); New product development; Operations management; Business; Product testing; Marketing","authors":[{"name":"Peihua Gu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02546034692906462,"gpt":0.2390589318307677,"spread":0.2135985849017031,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008577005,0.0008571041,0.0003880047,0.0005792351,0.0004031038,0.00125992,0.001066865,0.00100715,0.004553764],"category_scores_gemma":[0.001921135,0.000403296,0.000765765,0.0003919728,0.0009201189,0.001009845,0.001148385,0.001106564,0.0007655523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004777553,"about_ca_system_score_gemma":0.0003972926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008667446,"about_ca_topic_score_gemma":0.0007006637,"domain_scores_codex":[0.9990792,0.0003004731,0.0000591889,0.0001288961,0.0003622547,0.0000698518],"domain_scores_gemma":[0.9993724,0.0002758142,0.00007766866,0.0001393991,0.0001110979,0.00002359755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001932231,0.0001030387,0.0006942934,0.0003438283,0.00007633634,0.0004402784,0.0005850212,0.5817441,0.03668648,0.1294368,0.002080116,0.2476166],"study_design_scores_gemma":[0.0001234902,0.0004229976,0.000356461,0.00007210374,0.000067317,0.0003742133,0.00007386533,0.8531722,0.0168378,0.0735088,0.05493498,0.00005577317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00481589,0.0001458347,0.9888963,0.00006103997,0.00003493667,0.00007028264,0.00001837001,0.0005706769,0.005386682],"genre_scores_gemma":[0.3829912,0.0006030089,0.6042072,0.0001546258,0.00006279298,0.0007453562,0.0001439555,0.0002427002,0.01084916],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004553764,"threshold_uncertainty_score":0.01523387,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2992667610","doi":"10.5555/1517406.1517409","title":"Pressure-Rate Deconvolution Using Nonorthogonal Exponential Functions Dictionary","year":2007,"lang":"en","type":"article","venue":"Journal of Integrated Design & Process Science archive","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Deconvolution; Tikhonov regularization; Algorithm; Monte Carlo method; Mathematical optimization; Conjugate gradient method; Exponential function; Maxima and minima; Computer science; Basis function; Regularization (linguistics); Applied mathematics; Mathematics; Inverse problem; Artificial intelligence; Mathematical analysis; Statistics","authors":[{"name":"M. Andrecut","is_ca":true},{"name":"Azad M. Madni","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02748164658071546,"gpt":0.2962552457846802,"spread":0.2687735992039648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008009936,0.0004144567,0.0005414562,0.000369551,0.0002112618,0.0006021844,0.0007077536,0.0006033694,0.001131459],"category_scores_gemma":[0.001306571,0.0002416792,0.0005937231,0.0005185953,0.0004467376,0.001177625,0.0008279076,0.0008164055,0.00050473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002948374,"about_ca_system_score_gemma":0.001110468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123823,"about_ca_topic_score_gemma":0.0008588405,"domain_scores_codex":[0.9996432,0.00006413488,0.00002087232,0.00007026924,0.0001717797,0.00002969357],"domain_scores_gemma":[0.999607,0.0001202468,0.00004838722,0.00008257376,0.0001262726,0.00001551375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002689057,0.0001564676,0.001214636,0.0002881393,0.00008799161,0.0002077291,0.000193874,0.4464054,0.1442108,0.1507273,0.002297797,0.253941],"study_design_scores_gemma":[0.000009378109,0.00002149545,0.000134153,0.00000433829,0.000004646336,0.00004013562,0.000005978413,0.9803673,0.01307343,0.004850162,0.001477895,0.00001106091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008021625,0.00005640867,0.9909251,0.00003867351,0.00001715783,0.00001511331,0.0000254476,0.000116372,0.0007841407],"genre_scores_gemma":[0.2161893,0.0004289074,0.7781869,0.00007236722,0.0000304604,0.0001256473,0.0002479089,0.000138497,0.004580102],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001131459,"threshold_uncertainty_score":0.004236102,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1689581663","doi":"","title":"A New Optimization Design Methodology Of Locomotive Transformers","year":2004,"lang":"en","type":"article","venue":"Journal of Integrated Design & Process Science archive","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Engineering optimization; Engineering design process; Transformer; Genetic algorithm; Engineering; Design process; Meta-optimization; Computer-automated design; Computer science; Mathematical optimization; Control engineering; Optimization problem; Work in process; Algorithm; Mechanical engineering; Mathematics; Machine learning","authors":[{"name":"Liming Dai","is_ca":true},{"name":"Longfu Luo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07792852165356116,"gpt":0.3126012418803362,"spread":0.234672720226775,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006119673,0.0008032845,0.0005526693,0.0006579242,0.0002741654,0.0005735016,0.0007700546,0.0005766728,0.002063585],"category_scores_gemma":[0.0006049477,0.0002674413,0.0006253067,0.0007195749,0.0004885647,0.0006844146,0.0004916044,0.0005969239,0.0004806506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000468131,"about_ca_system_score_gemma":0.000714042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001518249,"about_ca_topic_score_gemma":0.001726696,"domain_scores_codex":[0.9996313,0.0001052491,0.00001795168,0.00007136673,0.0001566306,0.00001748637],"domain_scores_gemma":[0.9999022,0.00003178147,0.0000135703,0.000009076509,0.00003855124,0.000004794849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002522047,0.00003639222,0.0005304941,0.0002805638,0.00006085101,0.0001014295,0.00009613719,0.7064856,0.01572459,0.08418446,0.001700781,0.1907734],"study_design_scores_gemma":[0.00001844477,0.00007615824,0.000208502,0.00002596096,0.00002214111,0.00009924745,0.00001734651,0.9620138,0.00254496,0.01614266,0.01881897,0.00001190599],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001223657,0.0001545586,0.9965833,0.00002932943,0.0000251778,0.00002503913,0.00001022279,0.00005554914,0.001893223],"genre_scores_gemma":[0.1884324,0.001181505,0.8019287,0.0001126382,0.00006968711,0.0003282978,0.0001302724,0.0001108291,0.007705698],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002063585,"threshold_uncertainty_score":0.00690335,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1575002570","doi":"10.5555/1239430.1239436","title":"FORENSIC BIOMECHANICS -- TRANSDISCIPLINARY APPROACH IN THE COURT OF LAW","year":2005,"lang":"en","type":"article","venue":"Journal of Integrated Design & Process Science archive","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Biomechanics; Liability; Product liability; Engineering; Engineering ethics; Sports biomechanics; Forensic engineering; Law; Medicine; Political science; Simulation","authors":[{"name":"Ali Erkan Engin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03218494399327508,"gpt":0.3112323721056974,"spread":0.2790474281124223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02024864,0.0005345652,0.0005647913,0.005175744,0.01647415,0.01672879,0.002284259,0.01329251,0.01127723],"category_scores_gemma":[0.02018637,0.0005532174,0.0008312268,0.003014945,0.02443911,0.01248719,0.01181556,0.01047387,0.001351551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009536275,"about_ca_system_score_gemma":0.01758063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007246136,"about_ca_topic_score_gemma":0.0134911,"domain_scores_codex":[0.9816182,0.01201735,0.0008186023,0.001141246,0.002512519,0.001891982],"domain_scores_gemma":[0.9900352,0.005541706,0.0005190436,0.0008140533,0.00159897,0.001491011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001193055,0.00006331098,0.0009943364,0.00007152678,0.000009099717,0.003975299,0.01079586,0.0005866119,0.0002488633,0.9386306,0.01393181,0.0306806],"study_design_scores_gemma":[0.00001827203,0.00005783219,0.00119313,0.0008837843,0.00001421862,0.006703692,0.0386604,0.001792238,0.0004075549,0.7297671,0.220449,0.00005282748],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05376862,0.02697927,0.08802163,0.1936114,0.003062788,0.0004669202,0.00008778285,0.0001392838,0.6338623],"genre_scores_gemma":[0.875048,0.01360661,0.02850332,0.02338331,0.001853141,0.0002814057,0.00005163792,0.00007168606,0.05720094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02024864,"threshold_uncertainty_score":0.1070863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}