{"meta":{"query_hash":"ff4195d2dfc0","filters":{"venue":"Electric Welding Machine"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/ff4195d2dfc0","api":"https://metacan.xera.ac/api/v1/cohort?venue=Electric+Welding+Machine"},"results":[{"id":"W2352478423","doi":"","title":"Vacuum brazing of Nb and stainless steel with Cu-Ti and Cu-Co-Ti filler metals","year":2008,"lang":"en","type":"article","venue":"Electric Welding Machine","topic":"Metallurgical and Alloy Processes","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Brazing; Materials science; Filler metal; Metallurgy; Filler (materials); Ultimate tensile strength; Joint (building); Layer (electronics); Metal; Composite material; Welding; Alloy; Arc welding","score_opus":0.016393928383826743,"score_gpt":0.24029090679581408,"score_spread":0.22389697841198733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2352478423","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":[0.99245226,0.004474215,0.0011851129,0.0001472572,0.000040856445,0.00016489463,0.000008651596,0.000062280036,0.001464495],"genre_scores_gemma":[0.9964084,0.00066974724,0.0017520594,0.00009293964,0.000054625798,0.000010482161,0.000003907036,0.000021592474,0.0009862712],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984992,0.00008282468,0.00031032113,0.00040171228,0.0003335726,0.0003723814],"domain_scores_gemma":[0.99923265,0.00022950301,0.0001749178,0.00016916251,0.00006512307,0.00012865766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047739546,0.00022105352,0.00045886904,0.0001440244,0.00024638473,0.00005510976,0.00017410218,0.000059110673,0.0003588018],"category_scores_gemma":[0.00009960301,0.000148451,0.000034189754,0.0003764474,0.00012569032,0.00024322652,0.00007654182,0.00015209039,0.000009326567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018261622,0.00011116874,0.004785842,0.00025886137,0.000054601944,0.00005207541,0.00029302368,0.000064856475,0.9915106,0.00085300073,0.00020431887,0.0016290337],"study_design_scores_gemma":[0.0024967343,0.0008833433,0.019862365,0.00014137989,0.00015177281,0.0006225632,0.0000711077,0.002850611,0.9652827,0.001100257,0.005727625,0.00080954353],"about_ca_topic_score_codex":0.00012310696,"about_ca_topic_score_gemma":0.000010440802,"teacher_disagreement_score":0.026227903,"about_ca_system_score_codex":0.000012107596,"about_ca_system_score_gemma":0.000047908416,"threshold_uncertainty_score":0.6053656},"labels":[],"label_agreement":null},{"id":"W2364781414","doi":"","title":"Effect of alloy powder on microstructures and mechanical properties of the K640 brazed joints","year":2008,"lang":"en","type":"article","venue":"Electric Welding Machine","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Brazing; Eutectic system; Materials science; Joint (building); Microstructure; Alloy; Metallurgy; Base metal; Necking; Fracture (geology); Stress (linguistics); Composite material; Welding; Structural engineering","score_opus":0.003873113502853576,"score_gpt":0.17818681566566358,"score_spread":0.17431370216281,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2364781414","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":[0.9977574,0.0014717247,0.000010313799,0.000052965323,0.00010064288,0.0003046412,0.0000023908863,0.00005357744,0.0002463575],"genre_scores_gemma":[0.9996986,0.000084548505,0.000039499737,0.000035345358,0.000038238628,0.00001160169,7.8362626e-7,0.000024574243,0.00006681533],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992843,0.000069372785,0.00018661996,0.00012429216,0.00016399227,0.00017141714],"domain_scores_gemma":[0.9996675,0.00006666711,0.000038282906,0.0001792773,0.000016014574,0.000032240652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014321302,0.000157435,0.00026184137,0.00006771166,0.00007504525,0.0000070925003,0.00013819395,0.000082015904,0.000019354191],"category_scores_gemma":[0.00007242314,0.00008843991,0.0000714104,0.00019832002,0.000035375626,0.000027897373,0.000028774826,0.0002522356,0.0000010704117],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008550573,0.000010612991,0.0005164894,0.00010460739,0.000048311875,0.0000018219461,0.00009641136,0.00032234663,0.99764663,0.00011545599,0.00041661435,0.0006351893],"study_design_scores_gemma":[0.0005259668,0.00028183605,0.0036341404,0.000067476154,0.00001985942,0.000045396024,7.984811e-7,0.001225847,0.99381596,0.000019349078,0.00026512815,0.00009824557],"about_ca_topic_score_codex":0.000032724143,"about_ca_topic_score_gemma":0.000004874726,"teacher_disagreement_score":0.0038306762,"about_ca_system_score_codex":0.000015396587,"about_ca_system_score_gemma":0.000009267633,"threshold_uncertainty_score":0.3606475},"labels":[],"label_agreement":null},{"id":"W2366309666","doi":"","title":"Study on brazability of Al-Cu-Si-Ni filler metal at medium-temperature on different parent metal","year":2008,"lang":"en","type":"article","venue":"Electric Welding Machine","topic":"Aluminum Alloy Microstructure Properties","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":"L'Alliance Boviteq","funders":"","keywords":"Brazing; Materials science; Filler metal; Metal; Filler (materials); Alloy; Aluminium; Metallurgy; Oxide; Composite material; Welding","score_opus":0.014745022609457896,"score_gpt":0.22531467488966134,"score_spread":0.21056965228020344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2366309666","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":[0.9961446,0.001562322,0.000015516289,0.0001189981,0.000720304,0.0006398948,0.000028487133,0.0003013328,0.0004685786],"genre_scores_gemma":[0.99909794,0.00011088992,0.00004467653,0.00009312086,0.000127634,0.000048651724,0.000034069402,0.00009277158,0.00035024201],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9975548,0.00015746523,0.00055229804,0.0005358392,0.000668145,0.00053147884],"domain_scores_gemma":[0.99895483,0.00015414796,0.00009779797,0.00060830155,0.000055539218,0.00012940529],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024013565,0.0005607255,0.00073858054,0.000268624,0.000221148,0.000018936153,0.00035467825,0.0001427053,0.0002779077],"category_scores_gemma":[0.00012929786,0.00040349388,0.00020526812,0.00039715215,0.000066409346,0.00008502392,0.00011164637,0.00075164356,0.000033735945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045547538,0.0009314599,0.03475992,0.00010092178,0.000988067,0.000064032625,0.0024636742,0.0048155645,0.9498062,0.000026455797,0.0046098577,0.0009783524],"study_design_scores_gemma":[0.0016823534,0.0017085174,0.3041652,0.000039884442,0.00016984541,0.00008621601,0.00005820377,0.0011094763,0.68917686,0.000028704402,0.0010422522,0.00073247665],"about_ca_topic_score_codex":0.00006435496,"about_ca_topic_score_gemma":0.00006898221,"teacher_disagreement_score":0.26940528,"about_ca_system_score_codex":0.00038130223,"about_ca_system_score_gemma":0.000024376226,"threshold_uncertainty_score":0.9998417},"labels":[],"label_agreement":null},{"id":"W2368540765","doi":"","title":"Microstructures and properties of K465 superalloy joints brazed with different filler metals","year":2008,"lang":"en","type":"article","venue":"Electric Welding Machine","topic":"High Temperature Alloys and Creep","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":"L'Alliance Boviteq","funders":"","keywords":"Brazing; Materials science; Filler metal; Ultimate tensile strength; Superalloy; Filler (materials); Composite material; Base metal; Metallurgy; Microstructure; Nickel; Metal; Cobalt; Stress (linguistics); Welding; Alloy; Arc welding","score_opus":0.006554252868831266,"score_gpt":0.16631822853612807,"score_spread":0.1597639756672968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2368540765","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":[0.9901613,0.008891328,0.0001375397,0.000046030116,0.000059518192,0.00015115751,0.0000049300747,0.00013212445,0.00041604834],"genre_scores_gemma":[0.9986386,0.0006187002,0.00033048962,0.000028661463,0.000046996083,0.000010280904,0.000006240533,0.000040953455,0.00027910067],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991742,0.000023580418,0.00020272617,0.00017605851,0.00016395694,0.0002595151],"domain_scores_gemma":[0.9997005,0.000020036705,0.000027397344,0.00015717995,0.000028567376,0.00006634558],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000046981793,0.00022844174,0.00034682546,0.00012693607,0.00010045538,0.000021708152,0.00010087108,0.00006862511,0.00006770069],"category_scores_gemma":[0.000014452768,0.00014302933,0.000045161483,0.00018533695,0.00004424742,0.00007833214,0.00002072938,0.00021801669,0.0000013672721],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056920184,0.000021382344,0.0037922764,0.00009513449,0.00016740168,0.000012027316,0.00041245556,0.00048796352,0.9938922,0.00006932031,0.000555546,0.00043740604],"study_design_scores_gemma":[0.0009697414,0.00021040201,0.040205363,0.00007003754,0.00005770145,0.0002586998,0.0000136057615,0.0025062358,0.9541831,0.000028628745,0.0011120499,0.00038444603],"about_ca_topic_score_codex":0.000056414334,"about_ca_topic_score_gemma":0.000025323361,"teacher_disagreement_score":0.03970908,"about_ca_system_score_codex":0.000019434154,"about_ca_system_score_gemma":0.000010717528,"threshold_uncertainty_score":0.5832567},"labels":[],"label_agreement":null},{"id":"W2372844013","doi":"","title":"Vacuum brazing of Ti_3Al-based alloy using Ti-15Cu-15Ni brazing filler","year":2008,"lang":"en","type":"article","venue":"Electric Welding Machine","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Brazing; Materials science; Filler (materials); Alloy; Filler metal; Metallurgy; Phase (matter); Composite material; Joint (building); Chemistry; Welding; Structural engineering","score_opus":0.015597720497036074,"score_gpt":0.2338790299446329,"score_spread":0.21828130944759683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2372844013","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":[0.58667535,0.0016611024,0.4091822,0.000044945245,0.00013981131,0.000199419,0.0000075216167,0.0011446766,0.0009449591],"genre_scores_gemma":[0.927538,0.00024498563,0.07180111,0.000049445793,0.00011995776,0.000011906081,0.000015764994,0.00013992502,0.0000789181],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99779564,0.000055084194,0.0006441096,0.00040817686,0.000414788,0.0006821776],"domain_scores_gemma":[0.9988621,0.00020273414,0.00018483582,0.00054046186,0.00008136302,0.00012854474],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003369862,0.00041436413,0.0006163791,0.00076930714,0.0002543411,0.000022810436,0.00040533973,0.00018360991,0.00015483589],"category_scores_gemma":[0.000113870134,0.0004453257,0.00026927658,0.0015626107,0.000046092522,0.00023820916,0.00006958986,0.00054801075,0.000011937948],"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":[0.000024509929,0.000056257533,0.004195657,0.0001194972,0.00017362661,0.00007227232,0.0000894442,0.4925887,0.49856266,0.000105030005,0.00076623383,0.0032461034],"study_design_scores_gemma":[0.00040771902,0.00006217957,0.0005626534,0.000089785295,0.00008807892,0.000096168566,0.0000032047437,0.7555154,0.241335,0.00018713248,0.0011685421,0.00048413707],"about_ca_topic_score_codex":0.00015598898,"about_ca_topic_score_gemma":0.000007716494,"teacher_disagreement_score":0.34086263,"about_ca_system_score_codex":0.00029793772,"about_ca_system_score_gemma":0.00005163547,"threshold_uncertainty_score":0.99979985},"labels":[],"label_agreement":null},{"id":"W2391437402","doi":"","title":"Microstructures and properties of DZ22 superalloy joints brazed with Ni-based filler metal under a pressure","year":2008,"lang":"en","type":"article","venue":"Electric Welding Machine","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Brazing; Superalloy; Materials science; Filler metal; Base metal; Metallurgy; Ultimate tensile strength; Microstructure; Alloy; Filler (materials); Metal; Composite material; Welding","score_opus":0.006130604814376348,"score_gpt":0.1657192098563949,"score_spread":0.15958860504201855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2391437402","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":[0.98721564,0.011570175,0.00031701374,0.000080343816,0.000057956313,0.00018807722,0.000008082246,0.00016390503,0.0003988226],"genre_scores_gemma":[0.99853414,0.00011991573,0.0007278682,0.0000663283,0.000046748097,0.00001210557,0.0000090885005,0.000049960763,0.00043386605],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990983,0.000030580042,0.00019301017,0.00020484187,0.00019395712,0.00027932043],"domain_scores_gemma":[0.99966437,0.000021353402,0.000030716277,0.00017727679,0.00004060619,0.00006569936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006565512,0.00023725022,0.0003174946,0.0001219128,0.00018792604,0.00004135062,0.000112084694,0.00009298787,0.000068948626],"category_scores_gemma":[0.000014187112,0.00016350344,0.0000461539,0.000261523,0.00005767235,0.000093819326,0.000016037278,0.00027004984,0.0000014264522],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001287625,0.000031203974,0.0028324341,0.00016745378,0.00028603798,0.000014601305,0.00024555132,0.011880465,0.9831264,0.00006910692,0.001030649,0.00018734828],"study_design_scores_gemma":[0.0022836807,0.0003590422,0.021930577,0.00010758875,0.00017187314,0.00026796397,0.000020883654,0.014654518,0.9559622,0.000035252597,0.0035772042,0.00062926376],"about_ca_topic_score_codex":0.00014678028,"about_ca_topic_score_gemma":0.000047386224,"teacher_disagreement_score":0.027164234,"about_ca_system_score_codex":0.000015117795,"about_ca_system_score_gemma":0.000033204287,"threshold_uncertainty_score":0.6667477},"labels":[],"label_agreement":null}]}