{"meta":{"query_hash":"4d89a87da0fc","filters":{"venue":"Metallurgical Engineering"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/4d89a87da0fc","api":"https://metacan.xera.ac/api/v1/cohort?venue=Metallurgical+Engineering"},"results":[{"id":"W2778404187","doi":"10.12677/meng.2017.44032","title":"Study of the Carol Lake Concentrate Sintering Test in Baosteel","year":2017,"lang":"en","type":"article","venue":"Metallurgical Engineering","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sintering; Test (biology); Environmental science; Metallurgy; Materials science; Geology","score_opus":0.01495733047824081,"score_gpt":0.2262982741276109,"score_spread":0.2113409436493701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2778404187","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980361,0.00008737802,0.0005085415,0.000012864632,0.0000026192754,0.000012072521,0.00006490522,0.00001857735,0.0012569746],"genre_scores_gemma":[0.99640673,0.000119491844,0.001064279,0.000010473393,0.0000015725263,0.00000869172,0.000121250116,0.00001657143,0.002250841],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999746,0.000014996022,0.000013777827,0.000039113736,0.00014613401,0.000039964838],"domain_scores_gemma":[0.9997708,0.000046495155,0.00002385181,0.000012262342,0.00012373501,0.00002285478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002481707,0.00024185667,0.00036296443,0.00042295636,0.0007177288,0.00033035016,0.0003572081,0.0003611152,0.0015136019],"category_scores_gemma":[0.00035162628,0.0001833727,0.0002380775,0.0005251962,0.0002790454,0.00021921893,0.00020714331,0.00023472233,0.00018991089],"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":[0.00040485815,0.00004410794,0.0051997933,0.000077588855,0.000015400727,0.00029565505,0.00040528696,0.0007010936,0.9880546,0.000098439756,0.00011510003,0.0045881323],"study_design_scores_gemma":[0.000018962959,0.0007032967,0.04200047,0.000008515739,0.00004492251,0.00017819175,0.0005609954,0.0022339073,0.95222956,0.000026767064,0.001977473,0.000016936989],"about_ca_topic_score_codex":0.060722232,"about_ca_topic_score_gemma":0.14713636,"teacher_disagreement_score":0.060722232,"about_ca_system_score_codex":0.0008712649,"about_ca_system_score_gemma":0.0008749582,"threshold_uncertainty_score":0.12073755},"labels":[],"label_agreement":null},{"id":"W4411296252","doi":"10.12677/meng.2025.122007","title":"Research on the Optimization of the Impact of Flame Cutting Costs of Continuous Casting Billets","year":2025,"lang":"en","type":"article","venue":"Metallurgical Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Continuous casting; Casting; Materials science; Metallurgy","score_opus":0.020452654557769564,"score_gpt":0.2806989002492948,"score_spread":0.2602462456915252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411296252","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95103747,0.0019312016,0.03498901,0.00013782065,0.000073954485,0.00012564952,0.0001760468,0.00021013657,0.011318701],"genre_scores_gemma":[0.98173666,0.0006346464,0.015184407,0.000014092147,0.0000079850815,0.00003652325,0.00011312451,0.000054956,0.0022176837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994549,0.000073285446,0.000026309144,0.0000769285,0.00026665293,0.00010193285],"domain_scores_gemma":[0.9992023,0.0002923506,0.00013452608,0.00006575413,0.00025311043,0.000051960968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008121093,0.0007911963,0.0006837151,0.00085680885,0.00051199255,0.0014128529,0.0009273337,0.0005729997,0.0027938772],"category_scores_gemma":[0.0012915018,0.00040534534,0.0007017951,0.0008920319,0.00027758654,0.001074317,0.0002868538,0.0007302455,0.00024761856],"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":[0.0032267403,0.0012919146,0.018542701,0.0024766906,0.0002154961,0.0005853014,0.00022874057,0.3491332,0.33318308,0.0062272926,0.0024346274,0.28245416],"study_design_scores_gemma":[0.00020402597,0.003937235,0.06154677,0.00016129152,0.0004920552,0.00028406712,0.0007363426,0.5219981,0.3991612,0.0013233871,0.010013514,0.00014198986],"about_ca_topic_score_codex":0.0061198194,"about_ca_topic_score_gemma":0.008267484,"teacher_disagreement_score":0.0061198194,"about_ca_system_score_codex":0.0012586106,"about_ca_system_score_gemma":0.0013071402,"threshold_uncertainty_score":0.012168407},"labels":[],"label_agreement":null}]}