{"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"},"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","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006922092,0.0001201731,0.0001589022,0.00001999023,0.0004193599,0.0002143044,0.000339206,0.00004258478,0.0003175623],"category_scores_gemma":[0.00008502849,0.00005750962,0.00002364168,0.0001252092,0.0003010958,0.00008277171,0.0001948079,0.00006803042,0.001132561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002230237,"about_ca_system_score_gemma":0.0000312004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008952869,"about_ca_topic_score_gemma":0.0003962855,"domain_scores_codex":[0.9990136,0.000103314,0.0002143346,0.0002591168,0.0001425952,0.0002670337],"domain_scores_gemma":[0.9993412,0.00009422859,0.00005540383,0.0003812932,0.0000737045,0.00005416095],"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":[0.000085991,0.00003376632,0.00006894801,0.00001454382,0.000008296713,7.306272e-7,0.001757668,0.00000423431,0.9902861,0.001378263,0.005428069,0.0009333761],"study_design_scores_gemma":[0.0005326789,0.0004278309,0.006560878,0.00006934874,0.00003143608,0.00002409735,0.001660337,0.000450287,0.8807816,0.005893397,0.103188,0.0003801429],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896898,0.0001284214,0.0001889679,0.005049965,0.0002306743,0.001187726,0.00001614203,0.00002779387,0.003480522],"genre_scores_gemma":[0.9958612,0.00001413813,0.0001760049,0.0008450011,0.0001258677,0.0004867541,5.391026e-7,0.00001416143,0.002476338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1095045,"threshold_uncertainty_score":0.9996452,"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","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008646137,0.0002045327,0.0006256739,0.0002435036,0.00002698578,0.000008963122,0.0002987721,0.0002121167,0.000008726989],"category_scores_gemma":[0.0007556985,0.0001616517,0.0001105007,0.001009138,0.000073874,0.00009499546,0.00007972166,0.0003096032,6.945854e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003270246,"about_ca_system_score_gemma":0.00003744967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002894985,"about_ca_topic_score_gemma":0.000009766494,"domain_scores_codex":[0.9986411,0.0001244725,0.0006079795,0.0001882937,0.000206242,0.0002319019],"domain_scores_gemma":[0.9992961,0.0002131191,0.0001229702,0.0002757818,0.00005209493,0.00003995028],"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":[0.00002213496,0.0000326375,0.0002844581,0.0002047578,0.0001038206,0.000001580085,0.0008675595,0.2608157,0.7305763,0.0003411755,0.000007277339,0.006742609],"study_design_scores_gemma":[0.0004346537,0.0001416661,0.002342587,0.00006442991,0.00008877896,0.00000619489,0.0001973671,0.3434648,0.6530079,0.0000623145,0.00003522417,0.0001540613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455256,0.0008501901,0.05215362,0.00004607144,0.0001603007,0.0003474151,0.000008479706,0.00009766121,0.0008107013],"genre_scores_gemma":[0.9887139,0.00008386676,0.01111941,0.000006380338,0.00002199056,0.00001363567,0.000001475142,0.00003081426,0.00000851004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0826491,"threshold_uncertainty_score":0.6591963,"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","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002540789,0.0002343318,0.0004582196,0.00007963475,0.0001291279,0.00004039767,0.0003982908,0.00009121813,0.000006816418],"category_scores_gemma":[0.0001310258,0.0001218906,0.00006452633,0.0003191915,0.0003883338,0.0001114645,0.0001599986,0.0002216507,0.000003771717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001549674,"about_ca_system_score_gemma":0.00003460125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025275,"about_ca_topic_score_gemma":0.00002731968,"domain_scores_codex":[0.9985798,0.0001004519,0.000514216,0.0001989513,0.0003601453,0.0002464175],"domain_scores_gemma":[0.9989345,0.0003173443,0.000169579,0.0003859834,0.0001508631,0.00004171851],"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":[0.00008072254,0.00001289926,0.0002012332,0.0001381222,0.0001778077,0.00000198559,0.001545076,0.02330096,0.9739574,0.00007061193,0.00004418325,0.0004689812],"study_design_scores_gemma":[0.0002273517,0.0001061178,0.002564619,0.0003913797,0.00007041742,0.000006535662,0.0005753247,0.04930858,0.9464335,0.0001245711,0.00003935661,0.0001522738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978685,0.001297609,0.00001673243,0.0001619018,0.00007680078,0.0003690023,0.00006154435,0.00008252665,0.00006536774],"genre_scores_gemma":[0.9996195,0.0000715726,0.000171122,0.00003540517,0.00001900925,0.00001327429,0.000006459967,0.00004119573,0.00002241488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02752394,"threshold_uncertainty_score":0.4970556,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}