{"meta":{"query_hash":"55b13afbfeff","filters":{"venue":"ATZ worldwide"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/55b13afbfeff","api":"https://metacan.xera.ac/api/v1/cohort?venue=ATZ+worldwide"},"results":[{"id":"W140658572","doi":"10.1007/s38311-013-0049-z","title":"Aluminium Welding Without Filler Material","year":2013,"lang":"en","type":"article","venue":"ATZ worldwide","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Filler (materials); Materials science; Welding; Composite material; Aluminium; Metallurgy","score_opus":0.013756226166016518,"score_gpt":0.23358075375340806,"score_spread":0.21982452758739154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W140658572","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":[0.9800243,0.000016711558,0.00013552925,0.0018560099,0.0010226263,0.00035450078,0.00001772884,0.00018541055,0.016387215],"genre_scores_gemma":[0.9870203,0.0000055157752,0.0024205153,0.0005949185,0.00046049763,0.00014519844,0.000012916887,0.000026644291,0.0093135005],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998894,0.00003927115,0.00027159214,0.00028950957,0.00015726122,0.00034836915],"domain_scores_gemma":[0.9993689,0.000021887738,0.000080973696,0.00036961393,0.000056925743,0.00010167134],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014407147,0.00014548727,0.00017445495,0.000032505643,0.0001926451,0.000312714,0.0002939263,0.000048420967,0.03254076],"category_scores_gemma":[0.000022322718,0.00011242791,0.000038427683,0.000081804894,0.00008129636,0.00026720745,0.00014553693,0.00004937492,0.0074670585],"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":[0.000012389727,0.000018571362,0.0001822528,0.0000129908585,0.0000029497028,6.5979816e-7,0.00008655587,0.000013475004,0.9623649,0.0009257326,0.035761934,0.000617578],"study_design_scores_gemma":[0.00020644996,0.000027012815,0.001805707,0.000027744753,0.000010520216,0.0000065054296,0.00009866654,0.00011837638,0.8588621,0.0010350491,0.13753086,0.0002710047],"about_ca_topic_score_codex":0.0009674536,"about_ca_topic_score_gemma":0.000018723224,"teacher_disagreement_score":0.10350281,"about_ca_system_score_codex":0.000023341474,"about_ca_system_score_gemma":0.000018001061,"threshold_uncertainty_score":0.99330574},"labels":[],"label_agreement":null},{"id":"W2475365204","doi":"10.1007/s38311-016-0046-0","title":"Lightweight Design for Pickup Trucks with High-strength and Press-hardened Steels","year":2016,"lang":"en","type":"article","venue":"ATZ worldwide","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ArcelorMittal (Canada)","funders":"","keywords":"Truck; Pickup; Automotive engineering; Engineering; High strength steel; Commercial vehicle; Materials science; Manufacturing engineering; Mechanical engineering; Structural engineering; Computer science; Artificial intelligence","score_opus":0.017090018508268984,"score_gpt":0.2247249244191955,"score_spread":0.2076349059109265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475365204","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":[0.02515631,0.00049913564,0.97144526,0.0005451035,0.00016385471,0.00057174556,0.000039402097,0.00047924742,0.0010999193],"genre_scores_gemma":[0.9521173,0.00018385681,0.0410336,0.000018461777,0.00014951169,0.00025637512,0.0000060396774,0.00006896891,0.00616584],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99913657,0.000021773783,0.00016145039,0.00021023783,0.0001473075,0.000322634],"domain_scores_gemma":[0.99906766,0.00047478874,0.000014371942,0.00025390787,0.000042823398,0.0001464406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001381164,0.00015759353,0.00017662594,0.00007317984,0.00005918811,0.000049842278,0.00013234788,0.00006108969,0.000068603294],"category_scores_gemma":[0.00007155545,0.000098868586,0.000027739166,0.00010627728,0.000026532149,0.00012870623,0.00002230991,0.0000841134,0.000016676468],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014877793,0.00037947678,0.000402796,0.0016204072,0.0018411463,0.000100179226,0.0008377987,0.24879012,0.22848314,0.08772802,0.103263915,0.32506523],"study_design_scores_gemma":[0.0039027913,0.0005965391,0.0005487609,0.0003527203,0.00007490654,0.000015850706,0.000012782869,0.05107258,0.8120311,0.0021866215,0.12836841,0.000836933],"about_ca_topic_score_codex":0.0000056568633,"about_ca_topic_score_gemma":0.000010543924,"teacher_disagreement_score":0.9304117,"about_ca_system_score_codex":0.000031278923,"about_ca_system_score_gemma":0.000015825157,"threshold_uncertainty_score":0.4031744},"labels":[],"label_agreement":null},{"id":"W2550682053","doi":"10.1007/bf03225030","title":"Particle reinforcement of cast magnesium components","year":2008,"lang":"en","type":"article","venue":"ATZ worldwide","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Injection Molding Systems (Canada)","funders":"","keywords":"Silicon carbide; Engineering; Reinforcement; Magnesium; Magnesium alloy; Materials science; Mechanical engineering; Manufacturing engineering; Metallurgy; Composite material","score_opus":0.021782620362948597,"score_gpt":0.19188360509037908,"score_spread":0.1701009847274305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2550682053","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":[0.99039847,0.0005721234,0.0004729458,0.000060871113,0.00020122294,0.00012204077,0.0000017587902,0.00019435218,0.007976199],"genre_scores_gemma":[0.9969392,0.000030575364,0.00059403264,0.000048539652,0.00003843508,0.000013935981,0.000005396069,0.000029079523,0.002300808],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991672,0.000012477494,0.00027904447,0.000103912855,0.00018910316,0.00024826286],"domain_scores_gemma":[0.99957037,0.000026254502,0.000029765073,0.000271713,0.000034202392,0.00006769087],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004814888,0.00012627796,0.00016772316,0.000042137945,0.000053001608,0.0000065324944,0.00015847431,0.000025808416,0.00014884792],"category_scores_gemma":[0.0000071318545,0.00012315267,0.000050091046,0.00014637933,0.00007673663,0.00011761243,0.000054732966,0.0000750294,0.00022245295],"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":[0.000107688196,0.00013446464,0.09683362,0.00033648382,0.0001718768,0.00013504371,0.0035966563,0.17901477,0.70873654,0.0010017676,0.007284253,0.0026468446],"study_design_scores_gemma":[0.0014486565,0.00018147472,0.115076184,0.00008348785,0.00005859005,0.00011189976,0.00010862342,0.15515222,0.70758224,0.00006358723,0.01939742,0.0007356037],"about_ca_topic_score_codex":0.00007571725,"about_ca_topic_score_gemma":0.000014398122,"teacher_disagreement_score":0.023862554,"about_ca_system_score_codex":0.000047807778,"about_ca_system_score_gemma":0.000008771924,"threshold_uncertainty_score":0.50220203},"labels":[],"label_agreement":null}]}