{"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":"2d5a44e806e5","filters":{"venue":"Non-ferrous Metals"}},"results":[{"id":"W2912672798","doi":"10.17580/nfm.2018.02.01","title":"The tuyere in a protective shell to convert the nickel and copper mattes","year":2018,"lang":"en","type":"article","venue":"Non-ferrous Metals","topic":"Material Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Copper; Nickel; Shell (structure); Metallurgy; Chemistry; Materials science; Composite material","authors":[{"name":"Yu. A. Korol","is_ca":false},{"name":"S. S. Naboychenko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01775828617784902,"gpt":0.260707350412479,"spread":0.24294906423463,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001884534,0.0002887584,0.0002291949,0.0004699588,0.0004570551,0.0006943608,0.0002838154,0.0005296503,0.003786281],"category_scores_gemma":[0.0003420509,0.0002244322,0.0004462184,0.0002790542,0.000523128,0.0007567861,0.0005537756,0.0008895382,0.001152478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002945103,"about_ca_system_score_gemma":0.0003916128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008905567,"about_ca_topic_score_gemma":0.00158423,"domain_scores_codex":[0.9998449,0.00001228665,0.000007883003,0.00003546744,0.00006818752,0.00003123835],"domain_scores_gemma":[0.9999026,0.00001265263,0.00001968284,0.0000243553,0.00002549295,0.00001524143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003597196,0.000163059,0.001947116,0.001027713,0.00004563943,0.001186908,0.0007565468,0.001752196,0.8020825,0.02591858,0.005940773,0.1588193],"study_design_scores_gemma":[0.00004782368,0.001017761,0.00521534,0.0002097676,0.00008634392,0.002485387,0.0004150853,0.003622143,0.7243046,0.001783196,0.2607574,0.000055086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7741117,0.01477465,0.08181161,0.001665011,0.001868611,0.0002626893,0.0003393436,0.002313773,0.1228525],"genre_scores_gemma":[0.8856208,0.004397508,0.03874991,0.0004277112,0.0001061743,0.00005551996,0.0002094295,0.0001947621,0.07023825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003786281,"threshold_uncertainty_score":0.0126664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3132581504","doi":"10.17580/nfm.2020.02.09","title":"Methods and means of increasing operation efficiency of the fleet of electric motors in non-ferrous metallurgy","year":2020,"lang":"en","type":"article","venue":"Non-ferrous Metals","topic":"Industrial Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Computer science; Mathematical model; Operational efficiency; Operations research; Industrial engineering; Engineering; Mathematics","authors":[{"name":"С. П. Курилин","is_ca":true},{"name":"Maksim Dli","is_ca":false},{"name":"Y. B. Rubin","is_ca":false},{"name":"Margarita V. Chernovalova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01727984879207985,"gpt":0.2538344789054623,"spread":0.2365546301133824,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001101368,0.0005364456,0.000387569,0.001919352,0.0002817436,0.001100615,0.0007702055,0.0004953109,0.00234099],"category_scores_gemma":[0.00316026,0.0002375732,0.0006120483,0.001124335,0.0006774276,0.001376742,0.001131053,0.0005492461,0.0006094638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008292497,"about_ca_system_score_gemma":0.0006232834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000750595,"about_ca_topic_score_gemma":0.0005675299,"domain_scores_codex":[0.9990108,0.000336989,0.00005710786,0.0001852055,0.0003499192,0.00005995684],"domain_scores_gemma":[0.9989962,0.0004149624,0.0001751185,0.0001635508,0.0002154358,0.00003478162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001036461,0.0001217353,0.002860225,0.0005458351,0.00008854976,0.00007515687,0.0002947057,0.2474718,0.02623779,0.2993427,0.002339522,0.4205185],"study_design_scores_gemma":[0.0000205853,0.0001715948,0.00236151,0.00007557458,0.0000422819,0.0001575608,0.0001204313,0.8674939,0.01366316,0.1018376,0.01400992,0.00004592135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01140463,0.0007555539,0.980916,0.0001269599,0.00005367276,0.0000497967,0.00004461717,0.0001938218,0.006454954],"genre_scores_gemma":[0.500899,0.001856926,0.487688,0.00006121137,0.0001076964,0.0002793736,0.0001790715,0.000210224,0.008718512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00234099,"threshold_uncertainty_score":0.007831454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390398030","doi":"10.17580/nfm.2023.02.07","title":"The influence of mechanical processing of chip waste from cast Al – Si – B4C composites on the structure and properties of consolidated billets","year":2023,"lang":"en","type":"article","venue":"Non-ferrous Metals","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Forming Technologies (Canada)","funders":"","keywords":"Materials science; Composite material; Chip; Metallurgy; Engineering; Electrical engineering","authors":[{"name":"A. V. Aborkin","is_ca":true},{"name":"E. S. Prusov","is_ca":true},{"name":"V. B. Deev","is_ca":true},{"name":"Dmitriy Bokaryov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01822058702646148,"gpt":0.2148582731636666,"spread":0.1966376861372051,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001712502,0.0004119295,0.0002700589,0.0005217549,0.0002385738,0.0004419307,0.0001730045,0.0002288915,0.001148551],"category_scores_gemma":[0.000198625,0.0003238543,0.0003121244,0.0003201377,0.0002806037,0.000167865,0.0001567115,0.0003876932,0.0002595079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001900928,"about_ca_system_score_gemma":0.0001678194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080341,"about_ca_topic_score_gemma":0.004651556,"domain_scores_codex":[0.9997649,0.00001912132,0.00001613324,0.0000354268,0.0001182794,0.00004623951],"domain_scores_gemma":[0.9998306,0.00003553376,0.00004813237,0.00001505544,0.00004482709,0.00002579415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006521952,0.000009356919,0.0003057315,0.00002970465,0.00000486722,0.00003063052,0.00001515531,0.0001415583,0.9987466,0.00001094296,0.000005161924,0.000634869],"study_design_scores_gemma":[0.00000335824,0.0001776171,0.01279736,0.000002801629,0.00001101234,0.00004042076,0.00003915015,0.0005295009,0.9861467,0.000006310413,0.0002414734,0.000004234805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986224,0.0001712131,0.0005421207,0.000005042159,0.000003583157,0.000005623905,0.00005926139,0.00001916627,0.0005714973],"genre_scores_gemma":[0.9983779,0.0001055933,0.0007431645,0.000008085875,0.000001652623,0.000007094498,0.0001159036,0.00001747157,0.0006230035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001148551,"threshold_uncertainty_score":0.003842294,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}