{"meta":{"query_hash":"a194103d6fbc","filters":{"venue":"Soldagem & Inspeção"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/a194103d6fbc","api":"https://metacan.xera.ac/api/v1/cohort?venue=Soldagem+%26+Inspe%C3%A7%C3%A3o"},"results":[{"id":"W1979944597","doi":"10.1590/s0104-92242013000300010","title":"Fracture analysis of Ag nanobrazing of NiTi to Ti alloy","year":2013,"lang":"en","type":"article","venue":"Soldagem & Inspeção","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":15,"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 Waterloo","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Brazing; Nickel titanium; Materials science; Shape-memory alloy; Fracture (geology); Titanium alloy; Metallurgy; Alloy; Composite material","score_opus":0.015754464359477367,"score_gpt":0.261177917919057,"score_spread":0.24542345355957962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979944597","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":[0.9914197,0.000033614742,0.0034269502,0.00041084588,0.00014713813,0.0003181874,0.000066443434,0.00008087298,0.004096265],"genre_scores_gemma":[0.99528456,0.000005766216,0.0037240118,0.00060861674,0.000029022322,0.000027140626,0.000020545996,0.000017674263,0.0002826644],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985083,0.00006865328,0.00053322787,0.00023744859,0.00037081298,0.0002816058],"domain_scores_gemma":[0.9988484,0.0001133775,0.0001858325,0.00049406296,0.00024355006,0.00011482371],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030616048,0.00015503299,0.0004242501,0.00043473608,0.000079040394,0.00004886836,0.00044248614,0.0000874522,0.0053910855],"category_scores_gemma":[0.000101900085,0.0001387166,0.00019239131,0.0010839625,0.00008606244,0.00052473764,0.00006658658,0.00008834862,0.0006557014],"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":[0.000009533887,0.00007561379,0.0015651258,0.000049294038,0.00016127765,0.0000014686243,0.002910357,0.005257424,0.98785186,0.00037935856,0.0011390392,0.0005996294],"study_design_scores_gemma":[0.0002963356,0.000092697315,0.07470534,0.000057755453,0.00052348943,0.0000015164997,0.0007574878,0.0013790141,0.9194714,0.0002970195,0.0021315545,0.0002863826],"about_ca_topic_score_codex":0.0003898754,"about_ca_topic_score_gemma":0.00016696643,"teacher_disagreement_score":0.07314022,"about_ca_system_score_codex":0.000029316641,"about_ca_system_score_gemma":0.000044792017,"threshold_uncertainty_score":0.99551815},"labels":[],"label_agreement":null},{"id":"W2045809828","doi":"10.1590/0104-9224/si1903.03","title":"Calibrated expressions for welding and their application to isotherm width in a thick plate","year":2014,"lang":"en","type":"article","venue":"Soldagem & Inspeção","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":8,"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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scaling; Welding; Representation (politics); Calibration; Applied mathematics; Mathematics; Algorithm; Mathematical analysis; Computer science; Mathematical optimization; Mechanical engineering; Geometry; Engineering; Statistics","score_opus":0.009010495359887922,"score_gpt":0.2294113161150362,"score_spread":0.22040082075514827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045809828","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":[0.5678489,0.00022414638,0.42706084,0.0004124583,0.000098368495,0.00079787977,0.000026776765,0.0009940976,0.0025365304],"genre_scores_gemma":[0.99332076,0.00004909482,0.006178516,0.000113119815,0.000066867375,0.00016595561,0.0000068411287,0.000042158896,0.00005669882],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994085,0.000014759623,0.00015331306,0.00017818296,0.00004508798,0.00020019857],"domain_scores_gemma":[0.99962825,0.00009050167,0.000020382242,0.00018074042,0.000012637501,0.00006747403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012867467,0.00013273314,0.00014804401,0.00008955788,0.000066923676,0.000038705024,0.00012443293,0.000102417514,0.000006542125],"category_scores_gemma":[0.000026944612,0.00010660809,0.000025223932,0.00014820114,0.000015966536,0.00007699651,0.00004526585,0.00010528403,0.0000042338747],"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":[0.00013693207,0.00014911724,0.0037867816,0.0009085845,0.00010313494,0.0000045708334,0.006172816,0.16975506,0.63490707,0.011242649,0.019284368,0.15354893],"study_design_scores_gemma":[0.0012491436,0.00022646923,0.006796051,0.0007707074,0.000019111687,0.0000062443405,0.00033155043,0.23392317,0.6095963,0.023246631,0.12281103,0.0010235892],"about_ca_topic_score_codex":0.000060873263,"about_ca_topic_score_gemma":0.000080959995,"teacher_disagreement_score":0.42547184,"about_ca_system_score_codex":0.000020226556,"about_ca_system_score_gemma":0.000004081753,"threshold_uncertainty_score":0.43473518},"labels":[],"label_agreement":null},{"id":"W2090755612","doi":"10.1590/s0104-92242012000300006","title":"Tendências no desenvolvimento de gases de proteção utilizados na soldagem MIG/MAG","year":2012,"lang":"pt","type":"article","venue":"Soldagem & Inspeção","topic":"Metal Alloys Wear and Properties","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Adidas (Canada)","funders":"","keywords":"Humanities; Materials science; Physics; Metallurgy; Philosophy","score_opus":0.06367083471789103,"score_gpt":0.29484214878929954,"score_spread":0.2311713140714085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090755612","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":[0.95264095,0.014883556,0.0027909628,0.00060737174,0.0048033125,0.002567322,0.00029759054,0.00082021253,0.020588724],"genre_scores_gemma":[0.9343564,0.0005036648,0.0034321027,0.0016673874,0.0015673785,0.00023123462,0.000029198194,0.00022032732,0.057992324],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9920746,0.0012082775,0.0011101111,0.0010606196,0.0011265255,0.0034198512],"domain_scores_gemma":[0.9963019,0.00024369327,0.00047221838,0.0014240949,0.00029958214,0.001258501],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003547071,0.0010328603,0.0010100314,0.00027979127,0.000848674,0.0006755442,0.0014028517,0.00055913493,0.009952222],"category_scores_gemma":[0.0009975615,0.00090362655,0.0005139964,0.0005543601,0.0005919121,0.0015199606,0.00084365107,0.0007137783,0.015299133],"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":[0.0008966528,0.001950819,0.025908202,0.0019025543,0.00033286057,0.00020782907,0.016842527,0.000066362925,0.90157616,0.0017890536,0.041385967,0.0071410085],"study_design_scores_gemma":[0.0025036675,0.0012894628,0.014444271,0.0011704958,0.0007872978,0.0003247533,0.00408242,0.004130057,0.81221884,0.0007254705,0.15509765,0.003225601],"about_ca_topic_score_codex":0.0013790568,"about_ca_topic_score_gemma":0.00019394318,"teacher_disagreement_score":0.11371168,"about_ca_system_score_codex":0.0005259268,"about_ca_system_score_gemma":0.0006450236,"threshold_uncertainty_score":0.9993414},"labels":[],"label_agreement":null},{"id":"W2528431622","doi":"10.1590/0104-9224/si2103.04","title":"Correlation between Peel Test and Real Time Ultrasonic Test for Quality Diagnosis in Resistance Spot Welding","year":2016,"lang":"en","type":"article","venue":"Soldagem & Inspeção","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":12,"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 Windsor","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Windsor","keywords":"Spot welding; Welding; Ultrasonic sensor; Materials science; Spectrum analyzer; Ultrasonic testing; Nondestructive testing; Acoustics; Penetration (warfare); Composite material; Metallurgy; Engineering; Electrical engineering","score_opus":0.018692247862820074,"score_gpt":0.2800345644812462,"score_spread":0.2613423166184261,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2528431622","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":[0.8575236,0.00026872024,0.13702486,0.00054684427,0.00007860843,0.0006960507,0.00033147403,0.0014012189,0.0021285724],"genre_scores_gemma":[0.983879,0.00073719193,0.014321,0.000010546961,0.000103328326,0.0001295773,0.000020908845,0.00006314834,0.0007352675],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986576,0.000027766317,0.0004493987,0.00035092278,0.00015159788,0.00036274816],"domain_scores_gemma":[0.9965463,0.0028869153,0.00010231346,0.0003388541,0.000046866266,0.00007872151],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050012424,0.00021751317,0.00035424854,0.00016433935,0.00008614017,0.000031400694,0.00014390834,0.00015241404,0.00002800283],"category_scores_gemma":[0.0010540434,0.0001986713,0.00008098725,0.00031642857,0.000057518642,0.0003242895,0.000038809143,0.0001320594,0.000021108659],"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":[0.000020814967,0.000057859965,0.949906,0.00019261708,0.000055358792,0.000008021468,0.00024431248,0.0011456977,0.028129669,0.0007409506,0.0022037057,0.017295012],"study_design_scores_gemma":[0.002565868,0.00021993081,0.9079578,0.0014313522,0.0002434797,0.000003544149,0.000098043856,0.010277322,0.05034528,0.016296653,0.008763174,0.0017975806],"about_ca_topic_score_codex":0.00005299472,"about_ca_topic_score_gemma":0.00025825403,"teacher_disagreement_score":0.12635538,"about_ca_system_score_codex":0.00027560504,"about_ca_system_score_gemma":0.000011059698,"threshold_uncertainty_score":0.8101581},"labels":[],"label_agreement":null}]}