{"meta":{"query_hash":"06fff6a00e22","filters":{"venue":"Nonferrous Metals"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/06fff6a00e22","api":"https://metacan.xera.ac/api/v1/cohort?venue=Nonferrous+Metals"},"results":[{"id":"W2348830449","doi":"","title":"Experiment of Safe and High-efficient Mining Method for No.2 Orebody in Huangshilao Area","year":2008,"lang":"en","type":"article","venue":"Nonferrous Metals","topic":"Geomechanics and Mining Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"First Quantum Minerals (Canada)","funders":"","keywords":"Digging; Mining engineering; Work (physics); Deformation (meteorology); Geology; Environmental science; Geotechnical engineering; Engineering; Mechanical engineering; Archaeology","score_opus":0.026217135621506134,"score_gpt":0.24790184723140848,"score_spread":0.22168471160990236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2348830449","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":[0.8026073,0.00069077045,0.19503006,0.0000071548197,0.00034525545,0.0002735134,0.00001480813,0.00008077641,0.0009503297],"genre_scores_gemma":[0.87708396,0.00003970005,0.12260779,0.000008882799,0.00002940341,0.00008453098,0.000006878655,0.000037245387,0.0001016034],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911076,0.000012311102,0.0002973524,0.00018696123,0.00012516217,0.0002674695],"domain_scores_gemma":[0.9995799,0.00010416174,0.000036917543,0.0001722828,0.00004524367,0.00006150486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030248024,0.00016852395,0.00036671406,0.00017036227,0.00002814559,0.000007421438,0.00008564072,0.000074770556,0.000022221451],"category_scores_gemma":[0.00006175459,0.00016774828,0.000057611178,0.000116784024,0.000011663222,0.00003199713,0.00003259433,0.00006936472,0.0000029341927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003981638,0.00015093968,0.000113007896,0.00040061167,0.0001734638,0.000039914117,0.004200413,0.5922924,0.3943193,0.0021232842,0.00042200898,0.0057247994],"study_design_scores_gemma":[0.0012045804,0.00016298375,0.00054592517,0.000110030735,0.00003569047,0.000035850477,0.00026741868,0.8182965,0.17670853,0.00005604761,0.0021792878,0.00039715675],"about_ca_topic_score_codex":0.000031924188,"about_ca_topic_score_gemma":0.000005526698,"teacher_disagreement_score":0.22600405,"about_ca_system_score_codex":0.000034372963,"about_ca_system_score_gemma":0.00001319857,"threshold_uncertainty_score":0.6840576},"labels":[],"label_agreement":null},{"id":"W2349261299","doi":"","title":"Gravity Recovering PGMs and Gold from Clarabelle Mill Grinding Circuit","year":2006,"lang":"en","type":"article","venue":"Nonferrous Metals","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":1,"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":"Arithmetic underflow; Hydrocyclone; Concentrator; Grinding; Platinum group; Materials science; Metallurgy; Platinum; Gravity separation; Ball mill; Chemistry; Engineering; Physics; Electrical engineering; Catalysis; Computer science","score_opus":0.019112407829777592,"score_gpt":0.2363359949957923,"score_spread":0.2172235871660147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2349261299","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":[0.933735,0.00011279427,0.0048300563,0.00006637908,0.00008544621,0.00018012902,0.00001663405,0.00012383045,0.060849693],"genre_scores_gemma":[0.9909987,0.000048453887,0.0035834806,0.0002730327,0.000056616263,0.00002201994,0.000033038654,0.000014339428,0.0049703415],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9989816,0.00006363498,0.00024071096,0.0003115472,0.00021466566,0.0001878633],"domain_scores_gemma":[0.99961233,0.000046857596,0.00008552833,0.00018382371,0.000006627598,0.00006486009],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019281144,0.00013455306,0.0001853798,0.000036697933,0.00010685724,0.00006432889,0.00011011319,0.000077928904,0.0017490148],"category_scores_gemma":[0.000021659012,0.0001285481,0.000049185284,0.00011794744,0.00006183495,0.00024916496,0.00007645386,0.00009319125,0.00025402787],"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":[0.00001307926,0.000120050805,0.0739028,0.000009165991,0.000020817813,0.000014505748,0.0005103534,0.0004034826,0.89782584,0.0026158027,0.011292506,0.013271624],"study_design_scores_gemma":[0.0012360143,0.00012002833,0.50338626,0.00004198103,0.00009132183,0.000029995113,0.0001439108,0.003805212,0.29049936,0.061741237,0.13767873,0.001225971],"about_ca_topic_score_codex":0.004205365,"about_ca_topic_score_gemma":0.0012768304,"teacher_disagreement_score":0.60732645,"about_ca_system_score_codex":0.000058587444,"about_ca_system_score_gemma":0.000003836708,"threshold_uncertainty_score":0.9991635},"labels":[],"label_agreement":null},{"id":"W2367276646","doi":"","title":"Application of TT-Type Special Ceramic Filter in Copper and Nickel Dressing Plant","year":2012,"lang":"en","type":"article","venue":"Nonferrous Metals","topic":"Geomechanics and Mining Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nickel Institute","funders":"","keywords":"Dewatering; Ceramic; Filter (signal processing); Nickel; Materials science; Copper; Metallurgy; Moisture; Filter press; Waste management; Process engineering; Composite material; Engineering; Geotechnical engineering; Electrical engineering","score_opus":0.01674124154932696,"score_gpt":0.2210466309519324,"score_spread":0.20430538940260543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2367276646","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":[0.9896283,0.0007439101,0.006663076,0.0000059292074,0.00049383676,0.00011206013,0.000008978087,0.00005340053,0.002290477],"genre_scores_gemma":[0.9985255,0.00004720608,0.0011316119,0.000008010864,0.00020928118,0.000008221762,0.000011980472,0.00002278413,0.00003542693],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947435,0.000007003858,0.000164403,0.00008023964,0.00007614696,0.00019785666],"domain_scores_gemma":[0.99978733,0.000020961634,0.000022050597,0.00011454035,0.000012076427,0.000043044627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015124337,0.00009536411,0.00017033046,0.0000944627,0.000011265775,0.000009739277,0.00005075947,0.00006172504,0.000019078332],"category_scores_gemma":[0.000011415984,0.00009545942,0.00001945097,0.000092091934,0.000007627326,0.000089428606,0.00002099765,0.000086350934,0.000013422905],"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":[0.000039097617,0.00018686448,0.010407302,0.0007012534,0.00016861185,0.000008812897,0.005844527,0.05242344,0.8733609,0.008739931,0.0014462671,0.046673037],"study_design_scores_gemma":[0.0025200055,0.00016426039,0.068152755,0.00041336828,0.00018642252,0.00014660499,0.00074402336,0.6738828,0.19470884,0.0006951953,0.05661567,0.001770087],"about_ca_topic_score_codex":0.000020317468,"about_ca_topic_score_gemma":0.000015056217,"teacher_disagreement_score":0.678652,"about_ca_system_score_codex":0.000021020222,"about_ca_system_score_gemma":0.000005143184,"threshold_uncertainty_score":0.3892722},"labels":[],"label_agreement":null},{"id":"W2373079116","doi":"","title":"Industrial Practice of Recovery Nickel from the Villamaninite Washing Pulp","year":2012,"lang":"en","type":"article","venue":"Nonferrous Metals","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nickel Institute","funders":"","keywords":"Nickel; Pulp and paper industry; Pulp (tooth); Metallurgy; Waste management; Environmental science; Engineering; Materials science; Medicine; Dentistry","score_opus":0.053804359880414585,"score_gpt":0.28104795623253953,"score_spread":0.22724359635212493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2373079116","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":[0.61485815,0.006064948,0.013341833,0.000682176,0.0052958746,0.00046305227,0.00007694859,0.00043191077,0.35878512],"genre_scores_gemma":[0.9971596,0.00025523666,0.0009266338,0.0003171149,0.0006416119,0.000013845793,0.000019427824,0.00002555024,0.0006409622],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990591,0.00010073595,0.00032521272,0.000094013005,0.00022622786,0.0001947217],"domain_scores_gemma":[0.9986624,0.0008438896,0.00012612685,0.0002243312,0.000081533064,0.00006171239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000574501,0.00012270563,0.00018751482,0.00004096144,0.00006477848,0.00005279141,0.00014592388,0.000123546,0.00035291328],"category_scores_gemma":[0.00083761365,0.00009340566,0.000070082664,0.00017074526,0.00002109394,0.0010285034,0.000020895495,0.00026023763,0.00018486644],"study_design_candidate":"not_applicable","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":[0.0010264885,0.0016807151,0.012845784,0.0003383851,0.005681882,0.000020867752,0.036098856,0.073536515,0.38670582,0.019565172,0.30768317,0.15481634],"study_design_scores_gemma":[0.0006358288,0.00004671481,0.00091865176,0.00004292705,0.00026446037,0.00002783627,0.0026145957,0.0015108276,0.055858873,0.00025889918,0.9374802,0.00034020355],"about_ca_topic_score_codex":0.00009001293,"about_ca_topic_score_gemma":0.000021203003,"teacher_disagreement_score":0.62979704,"about_ca_system_score_codex":0.00002428464,"about_ca_system_score_gemma":0.000026725233,"threshold_uncertainty_score":0.3864153},"labels":[],"label_agreement":null},{"id":"W2383582139","doi":"","title":"Progress and Applications of Thermal-Electric Model of Aluminum Reduction Cell","year":2002,"lang":"en","type":"article","venue":"Nonferrous Metals","topic":"Geomechanics and Mining Engineering","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":"Cathode; Anode; Reduction (mathematics); Thermal; Materials science; Quarter (Canadian coin); Aluminium; Nuclear engineering; Mechanical engineering; Computer science; Engineering; Electrical engineering; Metallurgy; Chemistry; Physics; Thermodynamics; Electrode; Mathematics; Geometry","score_opus":0.015251344093343708,"score_gpt":0.19443041292563384,"score_spread":0.17917906883229012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2383582139","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":[0.91108394,0.004121627,0.07823936,0.000008258147,0.000072614625,0.00030675152,0.000009661775,0.00013068145,0.0060271034],"genre_scores_gemma":[0.9960731,0.0001679503,0.0034761876,8.6611817e-7,0.000020209429,0.000053105585,0.0000015826986,0.000021504302,0.00018546158],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995631,0.0000039024903,0.00016139634,0.00008528738,0.00007539882,0.000110889916],"domain_scores_gemma":[0.9997508,0.0000066798125,0.000037202895,0.00014371352,0.000033183103,0.000028422271],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000666711,0.00007944196,0.00014862648,0.000102322745,0.000012187166,0.0000044864814,0.0000608585,0.000046963596,0.000013441869],"category_scores_gemma":[0.0000021506978,0.0000811234,0.00003087584,0.00015022284,0.000010911928,0.000042135514,0.0000110538385,0.000055353157,0.000002489125],"study_design_candidate":"simulation_or_modeling","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":[9.499987e-7,0.000052535896,0.0000068918634,0.00023393081,0.00003292813,1.8874098e-7,0.00034013067,0.19869217,0.7786257,0.00070293533,0.000044868953,0.021266753],"study_design_scores_gemma":[0.00010440173,0.000023284434,0.000016972619,0.000008777666,0.000031614705,0.0000037450359,0.000021855238,0.79299337,0.20646022,0.00010551432,0.00014771249,0.000082547274],"about_ca_topic_score_codex":0.000002240522,"about_ca_topic_score_gemma":1.9902033e-7,"teacher_disagreement_score":0.59430116,"about_ca_system_score_codex":0.000007694742,"about_ca_system_score_gemma":0.0000031246798,"threshold_uncertainty_score":0.33081162},"labels":[],"label_agreement":null},{"id":"W2389855864","doi":"","title":"SELF-SUPPORT OF HIGH WATER MATERIAL SOLIDIFYING BACKFILL BODY","year":2000,"lang":"en","type":"article","venue":"Nonferrous Metals","topic":"Geomechanics and Mining Engineering","field":"Engineering","cited_by":1,"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":"Water body; Materials science; Mechanics; Geotechnical engineering; Engineering; Physics","score_opus":0.007130318331749851,"score_gpt":0.18791131546890058,"score_spread":0.18078099713715073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2389855864","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":[0.98617464,0.000049154125,0.0015395826,0.000016407435,0.00092522445,0.00014719003,0.00003429349,0.00055718253,0.010556297],"genre_scores_gemma":[0.99439174,0.00008875699,0.004605318,0.000021670905,0.0001409769,0.000019587207,0.00004332625,0.00007212126,0.0006165071],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99893016,0.0000111377,0.00032496345,0.00016649361,0.00016574703,0.00040150294],"domain_scores_gemma":[0.9995975,0.000009342623,0.000017790966,0.000270982,0.00002782424,0.0000765586],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018264004,0.00020262222,0.00034607793,0.00008965197,0.000028078233,0.000029655483,0.0001622675,0.00010652684,0.0034301467],"category_scores_gemma":[0.0000031031275,0.00017055402,0.000086734195,0.00006827677,0.000007604356,0.0001071377,0.00002770197,0.00009658308,0.00033378444],"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":[0.000039655126,0.00015903295,0.000013080951,0.0010592731,0.0006719748,0.000104005936,0.0019538407,0.09016285,0.89098644,0.0014723808,0.0019095311,0.011467907],"study_design_scores_gemma":[0.0005845186,0.000114273025,0.000061780134,0.000029000626,0.0001143467,0.000059470985,0.000022128725,0.021646596,0.8704082,0.00029286367,0.10615091,0.00051591505],"about_ca_topic_score_codex":0.000026517573,"about_ca_topic_score_gemma":0.0000018347358,"teacher_disagreement_score":0.10424138,"about_ca_system_score_codex":0.000024244442,"about_ca_system_score_gemma":0.000008635291,"threshold_uncertainty_score":0.99748087},"labels":[],"label_agreement":null}]}