{"meta":{"query_hash":"bc4504d6b7e4","filters":{"venue":"Journal of Surface Engineered Materials and Advanced Technology"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/bc4504d6b7e4","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Surface+Engineered+Materials+and+Advanced+Technology"},"results":[{"id":"W1569853866","doi":"10.4236/jsemat.2015.53014","title":"Effects of Laser Hardening Process Parameters on Case Depth of 4340 Steel Cylindrical Specimen—A Statistical Analysis","year":2015,"lang":"en","type":"article","venue":"Journal of Surface Engineered Materials and Advanced Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cégep de Rimouski; Université du Québec à Rimouski","funders":"","keywords":"Materials science; Hardening (computing); Metallurgy; Case hardening; Composite material; Hardness","score_opus":0.009391981533933978,"score_gpt":0.23758127281285343,"score_spread":0.22818929127891946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1569853866","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":[0.9844616,0.00030306808,0.014294409,0.000015441317,0.000009660221,0.000037115766,0.00023370178,0.00010891757,0.0005361515],"genre_scores_gemma":[0.99732363,0.000060684113,0.0021609564,0.000004291053,0.000003224841,0.000018529669,0.0001613529,0.000013154347,0.0002541693],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.998877,0.00015705157,0.000090224996,0.0003239118,0.00046301069,0.00008879603],"domain_scores_gemma":[0.9931377,0.0046951957,0.00087471603,0.0005109629,0.00069270446,0.000088720255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013380176,0.00039573794,0.00054664706,0.0007112273,0.00021568686,0.00042383443,0.00032412083,0.00042310279,0.001029644],"category_scores_gemma":[0.0030612445,0.00027614317,0.000689963,0.00067181897,0.00050932297,0.0003253744,0.00024317487,0.00044443292,0.00015893464],"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":[0.002303003,0.0005269347,0.0721144,0.0005324804,0.00035961508,0.00048044042,0.00051538256,0.087404884,0.763132,0.00034528231,0.00025202343,0.07203361],"study_design_scores_gemma":[0.000015618378,0.005326644,0.36309212,0.00002080274,0.00042514593,0.0004695735,0.00057524245,0.14404753,0.48393017,0.00027805884,0.0016760651,0.00014292993],"about_ca_topic_score_codex":0.00081632414,"about_ca_topic_score_gemma":0.0009668938,"teacher_disagreement_score":0.0013380176,"about_ca_system_score_codex":0.00029334516,"about_ca_system_score_gemma":0.00018429874,"threshold_uncertainty_score":0.007076204},"labels":[],"label_agreement":null},{"id":"W2068727378","doi":"10.4236/jsemat.2011.13017","title":"High Pressure Water-Jet Technology for the Surface Treatment of Al-Si Alloys and Repercussion on Tribological Properties","year":2011,"lang":"en","type":"article","venue":"Journal of Surface Engineered Materials and Advanced Technology","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Materials science; Metallurgy; Tribology; Porosity; Jet (fluid); Residual stress; Intergranular corrosion; Alloy; Pressing; Reciprocating motion; Composite material; Bearing (navigation)","score_opus":0.018171238651239843,"score_gpt":0.2228887080464249,"score_spread":0.20471746939518506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068727378","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":[0.9785008,0.0044424967,0.015727686,0.00007741263,0.000044793724,0.000032155276,0.00006468444,0.00008524319,0.0010246987],"genre_scores_gemma":[0.99130017,0.0012773798,0.0056769275,0.00002110535,0.000012590855,0.000013992688,0.000064636406,0.00002214481,0.0016110194],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998228,0.000015784648,0.00000967515,0.00002704431,0.000099924204,0.000024889167],"domain_scores_gemma":[0.9999058,0.000024026405,0.000025812336,0.000011293793,0.00002483987,0.000008198729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019798569,0.0002666484,0.00020679894,0.000232409,0.00015725667,0.00024931476,0.00022316705,0.00022743594,0.0009507309],"category_scores_gemma":[0.00020508099,0.00017345812,0.00026574844,0.00023625651,0.0002868251,0.00036954842,0.00015428524,0.00032560775,0.00021854504],"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":[0.000038016136,0.000010314111,0.00024142908,0.000075148295,0.0000035608973,0.000040300354,0.000029548548,0.000096396296,0.9945807,0.00005432012,0.0000256977,0.0048045423],"study_design_scores_gemma":[0.0000048105953,0.00023493919,0.0019127976,0.0000023617517,0.000009377182,0.00008657177,0.000024754168,0.000631745,0.9959715,0.000027133985,0.0010897435,0.0000041589333],"about_ca_topic_score_codex":0.00059923425,"about_ca_topic_score_gemma":0.0014878935,"teacher_disagreement_score":0.0009507309,"about_ca_system_score_codex":0.00016025141,"about_ca_system_score_gemma":0.00012906408,"threshold_uncertainty_score":0.0031805038},"labels":[],"label_agreement":null},{"id":"W2531084657","doi":"10.4236/jsemat.2016.64014","title":"A Predictive Modeling Based on Regression and Artificial Neural Network Analysis of Laser Transformation Hardening for Cylindrical Steel Workpieces","year":2016,"lang":"en","type":"article","venue":"Journal of Surface Engineered Materials and Advanced Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cégep de Rimouski; Université du Québec à Rimouski","funders":"","keywords":"Materials science; Hardening (computing); Artificial neural network; Laser; Response surface methodology; Martensite; Nonlinear system; Mechanical engineering; Composite material; Metallurgy; Computer science; Optics; Microstructure; Engineering","score_opus":0.010132632425513906,"score_gpt":0.22372040897633053,"score_spread":0.21358777655081662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2531084657","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":[0.280156,0.00059285556,0.71401095,0.00017272415,0.00003777652,0.00006809553,0.00017904838,0.0007535648,0.004028898],"genre_scores_gemma":[0.9816088,0.00030279535,0.015561304,0.00001185807,0.0000075480725,0.000073898394,0.00012488355,0.000025083842,0.0022837336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998615,0.00003079218,0.000008402345,0.000038167283,0.000045431316,0.000015761809],"domain_scores_gemma":[0.9997632,0.00013290346,0.000032377666,0.000011520999,0.000055466855,0.0000045966995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003644099,0.0005499995,0.0004566625,0.00037019563,0.00021897366,0.0005370503,0.00055710535,0.0006554992,0.0011038118],"category_scores_gemma":[0.0008858268,0.00032035448,0.00059128186,0.00040599794,0.00022941743,0.00046613324,0.00022864988,0.0005368561,0.00019458405],"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":[0.000021148597,0.000014190943,0.00034787398,0.000025059315,0.000011789302,0.0000322271,0.0000142667295,0.98917013,0.0020555104,0.00033654444,0.00006304659,0.0079080975],"study_design_scores_gemma":[4.335215e-7,0.0000050919184,0.00011606917,7.6007433e-7,0.000001333322,0.0000017078937,0.0000010710153,0.99955565,0.00024880393,0.00003781841,0.000029899711,0.0000014319553],"about_ca_topic_score_codex":0.018453782,"about_ca_topic_score_gemma":0.008938238,"teacher_disagreement_score":0.018453782,"about_ca_system_score_codex":0.0005611336,"about_ca_system_score_gemma":0.0005524997,"threshold_uncertainty_score":0.03669274},"labels":[],"label_agreement":null},{"id":"W2981981868","doi":"10.4236/jsemat.2019.94007","title":"Erosion and Toughening Mechanisms of Electroless Ni-P-Nano-NiTi Composite Coatings on API X100 Steel under Single Particle Impact","year":2019,"lang":"en","type":"article","venue":"Journal of Surface Engineered Materials and Advanced Technology","topic":"Advanced materials and composites","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Materials science; Nickel titanium; Brittleness; Composite number; Cracking; Metallurgy; Composite material; Coating; Toughening; Toughness; Shape-memory alloy","score_opus":0.004966636948312235,"score_gpt":0.20406691714884836,"score_spread":0.19910028020053613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981981868","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":[0.9992632,0.000100620564,0.00040156228,0.0000041772932,0.0000021148262,0.0000064442215,0.000017827613,0.000008574511,0.0001953587],"genre_scores_gemma":[0.9989905,0.000104367406,0.0004559896,0.0000051936054,0.0000010632319,0.000004006982,0.000028160835,0.0000037042553,0.00040703078],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998301,0.000008571819,0.000008532914,0.000037543574,0.00007304845,0.000042105232],"domain_scores_gemma":[0.99981993,0.000057449102,0.000045802553,0.000013085122,0.000045094857,0.000018729135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018162285,0.00026854122,0.00029349452,0.00022382128,0.00018188039,0.0001981007,0.00026045597,0.00030687143,0.001211131],"category_scores_gemma":[0.0002651403,0.0002944118,0.00022207119,0.00012979076,0.0003063225,0.0002208865,0.00018890729,0.00033581947,0.00012246385],"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":[0.000051007428,0.0000052878954,0.00037137372,0.000024488458,0.0000034197235,0.0000660497,0.00004427686,0.00018048214,0.99849725,0.000012000404,0.0000065122663,0.0007377609],"study_design_scores_gemma":[0.00000834917,0.00028004652,0.021134028,0.000005071311,0.000013168024,0.00012296649,0.000089553665,0.003016503,0.9751016,0.000013523044,0.00020653648,0.000008649392],"about_ca_topic_score_codex":0.0018945886,"about_ca_topic_score_gemma":0.003026308,"teacher_disagreement_score":0.0018945886,"about_ca_system_score_codex":0.00022950672,"about_ca_system_score_gemma":0.000091211485,"threshold_uncertainty_score":0.0040516257},"labels":[],"label_agreement":null}]}