{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"66086cfe741d","filters":{"venue":"Russian Metallurgy (Metally)"}},"results":[{"id":"W2025492463","doi":"10.1134/s0036029509030136","title":"The study of liquidus and solidus surfaces of the four-component system Fe-Ni-Cu-S. Part 1. Graphing of meltability in the three-component system Fe-Ni-Cu","year":2009,"lang":"en","type":"article","venue":"Russian Metallurgy (Metally)","topic":"Material Science and Thermodynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nickel Institute","funders":"","keywords":"Solidus; Liquidus; Component (thermodynamics); Metallurgy; Materials science; Thermodynamics; Physics","authors":[{"name":"Svetlana Sineva","is_ca":true},{"name":"R. V. Starykh","is_ca":true},{"name":"М. В. Фроленкова","is_ca":true},{"name":"S. B. Zakhryapin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01286584564888686,"gpt":0.206263658760191,"spread":0.1933978131113041,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003362285,0.0004176791,0.0009530087,0.0001476116,0.0002682715,0.0001049958,0.001282139,0.0001344837,0.000007546438],"category_scores_gemma":[0.00003922599,0.0002210266,0.0002460868,0.0007228264,0.0002953639,0.0002062048,0.0001721404,0.0002889741,0.000001912263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001065969,"about_ca_system_score_gemma":0.00004120361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001878978,"about_ca_topic_score_gemma":0.002035655,"domain_scores_codex":[0.9961573,0.0006494733,0.001332933,0.0004165075,0.0009096772,0.0005340543],"domain_scores_gemma":[0.9979296,0.0002245732,0.0004959959,0.001193906,0.00005924263,0.00009666367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001386208,0.004949346,0.02573836,0.007602438,0.004415418,0.0001930523,0.03284979,0.1460791,0.2915698,0.4701192,0.00003341063,0.01506389],"study_design_scores_gemma":[0.00298034,0.001102431,0.7692519,0.001402675,0.0009040296,0.00007959924,0.01850994,0.1967708,0.00492835,0.002463274,0.0003739778,0.001232674],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943143,0.0008366178,0.0001558865,0.0001936336,0.0007548429,0.00135844,0.00001691865,0.0000827972,0.002286538],"genre_scores_gemma":[0.9997131,0.0001004182,0.00004708972,0.000009158479,0.00004640036,0.00004474833,0.000002285045,0.00002824273,0.000008608779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7435135,"threshold_uncertainty_score":0.9013202,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2071711316","doi":"10.1134/s0036029507040076","title":"Stampability parameters of automotive steel","year":2007,"lang":"en","type":"article","venue":"Russian Metallurgy (Metally)","topic":"Heat Transfer and Numerical Methods","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Imperial Metals (Canada)","funders":"","keywords":"Materials science; Plasticity; Anisotropy; Strain hardening exponent; Sheet metal; Hardening (computing); Exponent; Metallurgy; Composite material; Metal forming; Deformation (meteorology); Physics","authors":[{"name":"Vadim Ivoditov","is_ca":true},{"name":"М. М. Перкас","is_ca":false},{"name":"А. Е. Шелест","is_ca":false},{"name":"V. S. Yusupov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01412158377327346,"gpt":0.252492777293237,"spread":0.2383711935199635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001695529,0.0003684246,0.0007588584,0.0002532174,0.00004927465,0.00002220511,0.0003355744,0.0001988323,0.0005080767],"category_scores_gemma":[0.0001941021,0.000329199,0.0004038673,0.0007293385,0.000219534,0.0002099262,0.00003321388,0.0003805366,0.00006796191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009567581,"about_ca_system_score_gemma":0.00003826161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004668841,"about_ca_topic_score_gemma":0.00001991317,"domain_scores_codex":[0.9975044,0.0001845981,0.000829671,0.0003796827,0.0004173603,0.0006842474],"domain_scores_gemma":[0.9984809,0.0004612756,0.00004442018,0.0005719893,0.00005889863,0.0003825579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007548467,0.002087552,0.004405062,0.002634465,0.005533128,0.0003954942,0.005235462,0.03282624,0.2533717,0.0591864,0.0002605675,0.6333091],"study_design_scores_gemma":[0.003038078,0.001026187,0.2955267,0.0001807014,0.0008413259,0.00006013633,0.000640259,0.01611693,0.6452287,0.009901918,0.02476938,0.002669615],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3866151,0.0003221334,0.5610351,0.0000781347,0.0005998393,0.0003360937,0.00001960059,0.0004682169,0.05052575],"genre_scores_gemma":[0.9052358,0.00004134733,0.09441183,0.00006723873,0.00004251796,0.00001212983,0.000007259186,0.00006305737,0.0001188471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6306395,"threshold_uncertainty_score":0.999916,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2345888012","doi":"10.1134/s0036029515110178","title":"Simulation and control of the technological processes of metal forming","year":2015,"lang":"en","type":"article","venue":"Russian Metallurgy (Metally)","topic":"Engineering Technology and Methodologies","field":"Engineering","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":"Czech; Field (mathematics); Political science; Control (management); Metal forming; Economy; Engineering; Regional science; Geography; Mechanical engineering; Management; Economics","authors":[{"name":"Z. G. Salikhov","is_ca":false},{"name":"A.L. Genkin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03629333798038221,"gpt":0.2596122822054716,"spread":0.2233189442250894,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005982862,0.000176502,0.0004267146,0.0001590056,0.00002820817,0.000006007965,0.0002927147,0.0002406535,0.00000773457],"category_scores_gemma":[0.001888584,0.0001171911,0.00008532572,0.0004323682,0.000329711,0.0001426339,0.00008461635,0.0002144028,0.000001504512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000155373,"about_ca_system_score_gemma":0.00003087466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002746296,"about_ca_topic_score_gemma":0.000002656325,"domain_scores_codex":[0.9990922,0.00005375658,0.0003422078,0.0001476352,0.0001664255,0.0001978403],"domain_scores_gemma":[0.9992095,0.0002815124,0.0001022734,0.0003078827,0.00005489424,0.0000439394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006043019,0.00008777388,0.001005998,0.0008217369,0.0007640427,0.000007632297,0.0002699036,0.827659,0.06158136,0.08761004,0.000006579541,0.02012558],"study_design_scores_gemma":[0.003155891,0.0004554945,0.008699406,0.0002829142,0.001016048,0.00008473504,0.0005904392,0.380431,0.547399,0.04864457,0.008205209,0.001035281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4125067,0.004170733,0.5796446,0.0001858881,0.0002383507,0.0003544689,0.00000848006,0.0007042686,0.002186506],"genre_scores_gemma":[0.9813832,0.00004406473,0.01847458,0.000007278293,0.00001210172,0.00001850348,0.000001020982,0.00001989573,0.00003936295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5688764,"threshold_uncertainty_score":0.4778914,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}