{"meta":{"query_hash":"8e7809ba6fca","filters":{"venue":"Steel Research"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/8e7809ba6fca","api":"https://metacan.xera.ac/api/v1/cohort?venue=Steel+Research"},"results":[{"id":"W194352318","doi":"10.1002/srin.200001229","title":"Rate of reactions between carbon dioxide and graphite","year":2000,"lang":"en","type":"article","venue":"Steel Research","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"National Research Council Canada","keywords":"Carbon dioxide; Graphite; Chemistry; Chemical engineering; Materials science; Organic chemistry; Engineering","score_opus":0.06581869515048304,"score_gpt":0.35296350118094405,"score_spread":0.287144806030461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W194352318","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":[0.9950198,0.0011875351,0.00066858635,0.000031264626,0.000025629388,0.000019740703,0.00046998038,0.0000661226,0.0025112827],"genre_scores_gemma":[0.99597293,0.0005817258,0.00046348586,0.000007817609,0.0000052371847,0.000010898858,0.00097590714,0.0000201661,0.0019618534],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994336,0.000067775094,0.000026333306,0.00013046038,0.00018081392,0.00016094872],"domain_scores_gemma":[0.99932075,0.00029536523,0.00007965735,0.00006938773,0.00017923504,0.000055547516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004868632,0.00065962184,0.00041038624,0.00053778157,0.00031510176,0.00050404924,0.0005682302,0.00049211667,0.0023314196],"category_scores_gemma":[0.0009966348,0.0002285969,0.00033891643,0.0004883887,0.00043202093,0.00043233074,0.0002541855,0.0005298311,0.00046673176],"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":[0.001198739,0.000072213246,0.005084809,0.00042872853,0.00009835022,0.00037462794,0.00021833021,0.0017918305,0.97802234,0.00095527427,0.00037538,0.011379297],"study_design_scores_gemma":[0.000011774917,0.00025905235,0.006733092,0.000009964824,0.000016234839,0.00013046374,0.00004847558,0.0013688927,0.99025154,0.00007450405,0.0010805844,0.000015274056],"about_ca_topic_score_codex":0.0025723798,"about_ca_topic_score_gemma":0.0018915893,"teacher_disagreement_score":0.0025723798,"about_ca_system_score_codex":0.00061351986,"about_ca_system_score_gemma":0.00028485694,"threshold_uncertainty_score":0.0077993274},"labels":[],"label_agreement":null},{"id":"W2472542475","doi":"10.1002/srin.200200016","title":"Macroexothermic phenomena in exothermic additions: mathematical and physical modelling","year":2002,"lang":"en","type":"article","venue":"Steel Research","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Exothermic reaction; Chemistry; Dimensionless quantity; Thermodynamics; Ferrous; Physics; Organic chemistry","score_opus":0.0932818765973089,"score_gpt":0.30359286741974256,"score_spread":0.21031099082243365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2472542475","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053384904,0.0013991847,0.93399656,0.00037901168,0.000118016185,0.000065194996,0.00011810176,0.000209113,0.010329927],"genre_scores_gemma":[0.8295315,0.00413534,0.13821304,0.00014705709,0.00015220168,0.00045546298,0.0001906868,0.00019821388,0.026976556],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99987364,0.000025420206,0.000008738164,0.000029021985,0.000050875067,0.000012308222],"domain_scores_gemma":[0.99978226,0.00009357483,0.000053633725,0.000027435572,0.000033057717,0.000010086661],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003464177,0.00066232873,0.00068305404,0.00041402673,0.00035011486,0.0009269221,0.0009430134,0.0011079146,0.0017845713],"category_scores_gemma":[0.0008315013,0.00041872403,0.00071873865,0.00031561105,0.0009957426,0.0019383784,0.0007149864,0.0010103245,0.0006046598],"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":[0.000017525368,0.00004266699,0.00040405773,0.00011658739,0.000012481245,0.000111480746,0.000087919056,0.9138816,0.009176386,0.06776253,0.0003473645,0.008039384],"study_design_scores_gemma":[0.0000044958188,0.000025506886,0.00021361868,0.000011207205,0.000005282154,0.000050370207,0.000012558085,0.97863734,0.0018786911,0.01585322,0.0032945466,0.000013198768],"about_ca_topic_score_codex":0.0016450564,"about_ca_topic_score_gemma":0.0012046369,"teacher_disagreement_score":0.0017845713,"about_ca_system_score_codex":0.0005755098,"about_ca_system_score_gemma":0.0006307223,"threshold_uncertainty_score":0.0059699416},"labels":[],"label_agreement":null},{"id":"W2485050971","doi":"10.1002/srin.200200165","title":"EAF Process Monitoring at OneSteel's Sydney Steel Mill","year":2002,"lang":"en","type":"article","venue":"Steel Research","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sydney Steel (Canada)","funders":"","keywords":"Electric arc furnace; Steelmaking; Metallurgy; Basic oxygen steelmaking; Slag (welding); Coke; Coke oven; Steel mill; Waste management; Materials science; Environmental science; Engineering","score_opus":0.0953414409963223,"score_gpt":0.3342723714045306,"score_spread":0.2389309304082083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2485050971","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":[0.9899092,0.00016575294,0.003476938,0.00008029213,0.000016664775,0.00011508514,0.00046826262,0.00027745106,0.005490439],"genre_scores_gemma":[0.97611755,0.00017328358,0.011151854,0.000029890916,0.000010635748,0.00005340669,0.0006711153,0.00006548206,0.0117267985],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992654,0.000029849209,0.000021034295,0.000118425436,0.00051377,0.00005148959],"domain_scores_gemma":[0.999338,0.00008255681,0.000066739965,0.00003523966,0.0004334042,0.000044134307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005838044,0.0002480198,0.00035269908,0.0014591917,0.0009890284,0.00036026174,0.00059398834,0.00043743948,0.0016531085],"category_scores_gemma":[0.00060083176,0.0002303582,0.00016625266,0.0004628338,0.0002921049,0.00034982243,0.0002424364,0.00040760436,0.0004671036],"study_design_candidate":"observational","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":[0.00081845676,0.0003792127,0.05249462,0.0002363555,0.000038682312,0.0013008612,0.0016534764,0.0032676947,0.81811786,0.0002982538,0.0031908085,0.11820372],"study_design_scores_gemma":[0.000103686405,0.0018193184,0.30032393,0.00003925978,0.00003488176,0.00071803766,0.00050016184,0.01053582,0.6693184,0.00014151425,0.016394995,0.0000699948],"about_ca_topic_score_codex":0.015040723,"about_ca_topic_score_gemma":0.04092978,"teacher_disagreement_score":0.015040723,"about_ca_system_score_codex":0.0011529295,"about_ca_system_score_gemma":0.00066463416,"threshold_uncertainty_score":0.029906332},"labels":[],"label_agreement":null},{"id":"W2509089794","doi":"10.1002/srin.200001332","title":"Oxidation-reduction equilibria of ferrous/ferric ions in oxide melts","year":2000,"lang":"en","type":"article","venue":"Steel Research","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Ferrous; Ferric; Ferric ion; Oxide; Ion; Reduction (mathematics); Chemistry; FERRIC IRON; Inorganic chemistry; Oxidation reduction; Redox; Metallurgy; Materials science; Organic chemistry; Mathematics","score_opus":0.05093705401465014,"score_gpt":0.3305977077799117,"score_spread":0.27966065376526156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2509089794","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":[0.9976695,0.0002659589,0.0010696113,0.000016965723,0.0000057056077,0.0000114379145,0.000094652474,0.0000243122,0.00084189477],"genre_scores_gemma":[0.9965733,0.00031603084,0.0017988641,0.0000129940145,0.000009042548,0.000014828043,0.00020447183,0.000020091387,0.0010504165],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998159,0.000020999849,0.000012642874,0.000038013124,0.00006849068,0.000043956807],"domain_scores_gemma":[0.99987805,0.000039986357,0.000030151123,0.000007474472,0.000030961244,0.000013363629],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027611552,0.00031815784,0.0002977699,0.00031342756,0.00024054493,0.0002279257,0.00022764965,0.00021015805,0.0009088663],"category_scores_gemma":[0.00043870858,0.00018662021,0.00021447387,0.00019880725,0.00023423361,0.00023798764,0.000198409,0.00045828667,0.00017290229],"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":[0.00009480235,0.000007371349,0.00022496487,0.000029866978,0.000004410159,0.000019888072,0.000059676873,0.00012629657,0.99846905,0.00012059165,0.000015924194,0.000827207],"study_design_scores_gemma":[0.000010409002,0.00014278617,0.0012388447,0.0000054691645,0.000007201604,0.000023669449,0.000027471238,0.00090133364,0.9970251,0.00006067283,0.0005536893,0.0000032966286],"about_ca_topic_score_codex":0.0017547582,"about_ca_topic_score_gemma":0.0024282061,"teacher_disagreement_score":0.0017547582,"about_ca_system_score_codex":0.00034678483,"about_ca_system_score_gemma":0.00017576972,"threshold_uncertainty_score":0.003489077},"labels":[],"label_agreement":null},{"id":"W2509498501","doi":"10.1002/srin.200100081","title":"Resumee of the 42<sup>nd</sup>Mechanical Working and Steel Processing Conference","year":2001,"lang":"en","type":"article","venue":"Steel Research","topic":"Microstructure and Mechanical Properties of Steels","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":"Engineering; Honour; Galvanization; Library science; Management; Political science; Law; Materials science; Computer science","score_opus":0.08764541257938231,"score_gpt":0.3065910717730783,"score_spread":0.21894565919369602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2509498501","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003038626,0.029657949,0.0016813604,0.039955206,0.31701204,0.0010107605,0.010605841,0.000898312,0.5961399],"genre_scores_gemma":[0.007970056,0.009393695,0.0006933706,0.0040308046,0.03281131,0.0005404953,0.007951297,0.00042721521,0.9361818],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99813336,0.00012592076,0.00009054695,0.00017139765,0.0011386169,0.00034017483],"domain_scores_gemma":[0.99590164,0.0002225485,0.00016660723,0.00016198902,0.0021998396,0.001347382],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021029075,0.001799256,0.0010278848,0.0026043123,0.0030587006,0.007285542,0.001481484,0.0022477573,0.30490723],"category_scores_gemma":[0.0029507787,0.000524958,0.0008339464,0.0022760872,0.00064167444,0.0023371787,0.0029830742,0.0030286051,0.16462523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045600435,0.000026054948,0.00017202942,0.00013025486,0.0000030833544,0.000044111846,0.000026652913,0.000035573685,0.00016053375,0.00034481287,0.9823064,0.016704846],"study_design_scores_gemma":[0.00000681207,0.00002118408,0.0015903312,0.00009654966,0.0000023004566,0.000016752347,0.00006415721,0.000022823246,0.000077822886,0.000080845784,0.99801445,0.0000059651325],"about_ca_topic_score_codex":0.012173954,"about_ca_topic_score_gemma":0.020349741,"teacher_disagreement_score":0.30490723,"about_ca_system_score_codex":0.0028727835,"about_ca_system_score_gemma":0.0039558415,"threshold_uncertainty_score":0.99146545},"labels":[],"label_agreement":null},{"id":"W2515316758","doi":"10.1002/srin.200200183","title":"The properties and production of iron‐coated burnt lime","year":2002,"lang":"en","type":"article","venue":"Steel Research","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Lime; Steelmaking; Metallurgy; Calcium oxide; Materials science; Kiln; Rotary kiln; Waste management; Chemistry; Pulp and paper industry; Engineering","score_opus":0.22797444492240126,"score_gpt":0.3621083575725905,"score_spread":0.13413391265018926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2515316758","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":[0.9928381,0.0008927875,0.004275305,0.000037901424,0.0000068634176,0.000039529554,0.00007442724,0.000036347457,0.0017987137],"genre_scores_gemma":[0.99492526,0.0003727244,0.0031115317,0.000006829967,0.0000035228477,0.000009202583,0.00012197496,0.000017382152,0.0014315149],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997453,0.000036507947,0.000014776268,0.00004204841,0.00012342849,0.00003785373],"domain_scores_gemma":[0.9998473,0.00002409282,0.000039144496,0.000023039465,0.00003966042,0.000026731088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003216867,0.0002715419,0.00021750854,0.00028827507,0.00024012396,0.00049083325,0.0002430034,0.00037276914,0.00041002137],"category_scores_gemma":[0.0004907937,0.00013527548,0.00026728626,0.0002881072,0.00026915458,0.00032179098,0.00025941114,0.00027261637,0.00020620374],"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":[0.000041461706,0.000014689186,0.00032293383,0.00007997473,0.0000032267367,0.00006791239,0.000031432497,0.0003578694,0.9961926,0.000062612955,0.000013380805,0.0028119728],"study_design_scores_gemma":[0.0000033878327,0.00015764506,0.0019463254,0.000002771674,0.000005283644,0.00009288241,0.000019665016,0.0003974428,0.9962369,0.000014155306,0.0011197183,0.0000037487982],"about_ca_topic_score_codex":0.00094795047,"about_ca_topic_score_gemma":0.001488843,"teacher_disagreement_score":0.00094795047,"about_ca_system_score_codex":0.0003091095,"about_ca_system_score_gemma":0.00015779726,"threshold_uncertainty_score":0.002242744},"labels":[],"label_agreement":null},{"id":"W2515364256","doi":"10.1002/srin.200200203","title":"Towards an austenite decomposition model for TRIP steels","year":2002,"lang":"en","type":"article","venue":"Steel Research","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Austenite; Solvent drag; Ferrite (magnet); Materials science; Nucleation; Isothermal process; Drag; Metallurgy; Thermodynamics; Isothermal transformation diagram; Bainite; Annealing (glass); Composite material; Microstructure; Physics","score_opus":0.15339911112353166,"score_gpt":0.36836390418926374,"score_spread":0.21496479306573207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2515364256","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045134373,0.0017136103,0.93205917,0.00033720306,0.00009556456,0.00010049628,0.00041307992,0.00031795973,0.01982849],"genre_scores_gemma":[0.753381,0.0039358353,0.19387688,0.00031670337,0.00015057769,0.0005763229,0.0012453324,0.00057269196,0.045944612],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998534,0.000031167026,0.000008580002,0.00002770583,0.0000617948,0.00001739915],"domain_scores_gemma":[0.9998746,0.000030941475,0.000019213137,0.000012120243,0.00005090943,0.00001222226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036015973,0.00080915506,0.00066218857,0.0007059789,0.0003426083,0.0008117441,0.0013640709,0.0012677509,0.0018186847],"category_scores_gemma":[0.00040947925,0.00050018186,0.0011711261,0.00042613538,0.00057570427,0.0008715322,0.00060520525,0.0010355277,0.00093364145],"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":[0.000022261003,0.000031131072,0.00030981403,0.00014807848,0.000021175336,0.00012711152,0.00010578232,0.900897,0.019677304,0.07075292,0.0007890371,0.0071183774],"study_design_scores_gemma":[0.0000023650439,0.000009590284,0.0000790197,0.0000063213497,0.000002338924,0.000014157619,0.0000082465285,0.9924005,0.00042486188,0.005261679,0.001786382,0.0000044767576],"about_ca_topic_score_codex":0.007428552,"about_ca_topic_score_gemma":0.0044179442,"teacher_disagreement_score":0.007428552,"about_ca_system_score_codex":0.0010778162,"about_ca_system_score_gemma":0.0011824183,"threshold_uncertainty_score":0.014770627},"labels":[],"label_agreement":null}]}