{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":9,"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":"b06bd595b399","filters":{"venue":"Advances in Materials and Processing Technologies"}},"results":[{"id":"W2964259901","doi":"10.1080/2374068x.2017.1413527","title":"Generalisation of phonon confinement model for interpretation of Raman line-shape from nano-silicon","year":2017,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"Silicon Nanostructures and Photoluminescence","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Institute for Nanotechnology; University of Alberta","funders":"Science and Engineering Research Board; Ministry of Education, India; UGC-DAE Consortium for Scientific Research, University Grants Commission; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Raman spectroscopy; Phonon; Raman scattering; Materials science; Silicon; Coherent anti-Stokes Raman spectroscopy; Line (geometry); Semiconductor; Optics; Condensed matter physics; Optoelectronics; Physics; Geometry","authors":[{"name":"Manushree Tanwar","is_ca":false},{"name":"Priyanka Yogi","is_ca":false},{"name":"Simran Lambora","is_ca":false},{"name":"Suryakant Mishra","is_ca":false},{"name":"Shailendra K. Saxena","is_ca":true},{"name":"Pankaj R. Sagdeo","is_ca":false},{"name":"А. С. Крылов","is_ca":false},{"name":"Rajesh Kumar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02138573192553571,"gpt":0.3015229680697199,"spread":0.2801372361441842,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001995248,0.0001171144,0.0002999493,0.00005945899,0.0001066102,0.00008833319,0.000330579,0.0001046425,0.00001667591],"category_scores_gemma":[0.0002527465,0.00009623777,0.00001705104,0.00002897522,0.0003212628,0.0004286788,0.0001046393,0.00002587666,1.37773e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008795459,"about_ca_system_score_gemma":0.00002436593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001122816,"about_ca_topic_score_gemma":0.0000622904,"domain_scores_codex":[0.9991437,0.00001284832,0.0003927925,0.0002409606,0.00008503822,0.0001246894],"domain_scores_gemma":[0.9989724,0.00004163614,0.0006300401,0.0002601148,0.00008759645,0.00000818856],"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":[0.0001725785,0.00001181661,0.0005363298,0.0002879361,0.000001447743,1.212001e-7,0.0002597304,0.0002806048,0.9395067,0.000327008,0.00000193206,0.05861376],"study_design_scores_gemma":[0.0003622771,0.00006946295,0.0004107121,0.0002917445,0.000008972077,4.087867e-7,0.0001612114,0.0405529,0.9351608,0.02286148,0.00002057885,0.00009942798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943645,0.002141765,0.002716935,0.0000932818,0.0002259302,0.0002511558,0.0001387607,0.00005301244,0.00001463071],"genre_scores_gemma":[0.9882315,0.0007174137,0.01094243,0.00001088731,0.00001565786,0.00005562552,0.00001471879,0.000007526636,0.00000427954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05851433,"threshold_uncertainty_score":0.3924462,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4327953434","doi":"10.1080/2374068x.2023.2192135","title":"Utilisation of fuzzy logic and genetic algorithm to seek optimal corrugated die design for CGP of AZ31 magnesium alloy","year":2023,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Fields Institute for Research in Mathematical Sciences","funders":"","keywords":"Materials science; Magnesium alloy; Die (integrated circuit); Groove (engineering); Taguchi methods; Fuzzy logic; Finite element method; Aluminium alloy; Structural engineering; Composite material; Aluminium; Metallurgy; Alloy; Engineering; Computer science","authors":[{"name":"Muni Tanuja Anantha","is_ca":true},{"name":"Tanya Buddi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02845826803446526,"gpt":0.2842717985798816,"spread":0.2558135305454163,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003408064,0.0001417524,0.0003001236,0.0001428254,0.00009744611,0.00005825136,0.0002118772,0.00009770868,0.000008417717],"category_scores_gemma":[0.0001550795,0.0001133752,0.00001142721,0.0002623223,0.0002935383,0.0002110872,0.0001359271,0.00002771257,0.000001661163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008221903,"about_ca_system_score_gemma":0.00002453292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002071259,"about_ca_topic_score_gemma":0.000003089019,"domain_scores_codex":[0.9989281,0.00002828651,0.0003974391,0.0003160446,0.00009895542,0.0002312197],"domain_scores_gemma":[0.9994499,0.00007832248,0.0001947782,0.0001620629,0.00009635794,0.00001853998],"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":[0.00007206537,0.00001650255,0.00006078451,0.0006344937,8.947126e-7,0.000001148522,0.0001453905,0.0009260342,0.9167548,0.0002950565,0.000007249796,0.08108552],"study_design_scores_gemma":[0.0002575863,0.0003527297,0.0005150544,0.000090785,0.00001511522,0.000003545807,0.001169284,0.002352269,0.9714836,0.02332393,0.0002668023,0.0001693261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632449,0.003752131,0.03132408,0.0004689316,0.0001050522,0.0007118738,0.00007675072,0.000300681,0.00001560853],"genre_scores_gemma":[0.7446519,0.00130489,0.2537001,0.00001126217,0.000009961519,0.0002847374,0.000006106098,0.00001153832,0.00001945355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2223761,"threshold_uncertainty_score":0.4623304,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401382861","doi":"10.1080/2374068x.2024.2388414","title":"Effect of processing sequences in multi-pass friction stir processing on microstructure, microtexture and microhardness of 6063 aluminum alloy","year":2024,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Friction stir processing; Materials science; Indentation hardness; Microstructure; Electron backscatter diffraction; Friction stir welding; Metallurgy; Aluminium; Alloy; Severe plastic deformation; Composite material; Grain size; Vickers hardness test; Welding","authors":[{"name":"Abdulkareem Aloraier","is_ca":false},{"name":"Khaled J. Al‐Fadhalah","is_ca":false},{"name":"Abdulla I. Almazrouee","is_ca":false},{"name":"Suraj Joshi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006686114748335388,"gpt":0.2777589132379885,"spread":0.2710727984896531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004276136,0.0003482526,0.0006455343,0.0005574655,0.00006565097,0.0001314867,0.0002289703,0.0003005106,0.000001594656],"category_scores_gemma":[0.00009684015,0.0002828682,0.00002972552,0.0007450596,0.0003577838,0.0007229529,0.00009723717,0.0002806004,1.411982e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006689093,"about_ca_system_score_gemma":0.00002338345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001521385,"about_ca_topic_score_gemma":0.00002047195,"domain_scores_codex":[0.9985031,0.00004500337,0.000566388,0.0004538083,0.0001317683,0.000299957],"domain_scores_gemma":[0.9995217,0.00008212605,0.0001758487,0.0001592711,0.00004454401,0.0000164528],"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":[0.00004878942,0.00001014557,0.0008049897,0.008320333,0.000006989024,0.00001145818,0.0002866863,0.001846239,0.6785608,0.00002416982,0.000001986398,0.3100774],"study_design_scores_gemma":[0.0002733477,0.0001546836,0.0003065169,0.005495473,0.00003561801,0.00002492713,0.0003606291,0.008654653,0.9811088,0.003061473,0.0002058391,0.000318015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9228842,0.06942472,0.006289353,0.00003943702,0.000138353,0.000325012,0.00003094423,0.0008526511,0.00001530646],"genre_scores_gemma":[0.9653669,0.006208273,0.02827848,0.000003387057,0.00001285475,0.00007395519,0.000007646176,0.00004446068,0.000004049961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3097594,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2622295088","doi":"10.1080/2374068x.2017.1336352","title":"Interfacial heat transfer of squeeze casting of wrought aluminum alloy 5083 with variation in wall thicknesses","year":2017,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; University of Windsor","keywords":"Materials science; Alloy; Casting; Forging; Die casting; Aluminium; Metallurgy; Composite material; Die (integrated circuit); Mold; Heat transfer; Heat transfer coefficient; Mechanics","authors":[{"name":"Xuezhi Zhang","is_ca":true},{"name":"Fang Li","is_ca":true},{"name":"Henry Hu","is_ca":true},{"name":"Xueyuan Nie","is_ca":true},{"name":"Jimi Tjong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008453976956585436,"gpt":0.2264879250808477,"spread":0.2180339481242623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001676614,0.0001686497,0.0003663651,0.0001200091,0.00006277174,0.00006984222,0.0002805075,0.0001465245,0.000003582778],"category_scores_gemma":[0.0001017283,0.0001295021,0.000009474094,0.00008069375,0.0003808526,0.0007542417,0.00006999137,0.0001112383,1.218353e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002208945,"about_ca_system_score_gemma":0.00001804975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001080633,"about_ca_topic_score_gemma":0.0003768838,"domain_scores_codex":[0.999176,0.00001311835,0.0003630783,0.0001798337,0.00008619874,0.0001817942],"domain_scores_gemma":[0.9996633,0.00002372463,0.00006317435,0.000196921,0.00004650123,0.000006362994],"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":[0.0001300705,0.0000118966,0.005142214,0.001712745,0.000009065856,0.000004836853,0.002027299,0.001935566,0.9663892,0.0001534272,3.724888e-7,0.02248334],"study_design_scores_gemma":[0.0004076989,0.00007883225,0.003836076,0.001147579,0.000010229,0.00001141097,0.0006346597,0.0005451219,0.9914212,0.001617642,0.0001011428,0.0001884501],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936662,0.004744197,0.001016517,0.00006729642,0.0001238483,0.0001417297,0.000009820045,0.0001548064,0.00007559729],"genre_scores_gemma":[0.9927089,0.001317551,0.005914943,0.000002032642,0.00001074905,0.00002223668,0.000001337847,0.00002029132,0.000001973357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02503199,"threshold_uncertainty_score":0.5280942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3136744586","doi":"10.1080/2374068x.2021.1896863","title":"Experimental studies and influence of process factor on zinc-nickel based coating on mild steel","year":2021,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Materials science; Indentation hardness; Coating; Microstructure; Scanning electron microscope; Corrosion; Metallurgy; Reciprocating motion; Energy-dispersive X-ray spectroscopy; Composite material","authors":[{"name":"O.S.I. Fayomi","is_ca":false},{"name":"A A Sode","is_ca":false},{"name":"B. U. Anyanwu","is_ca":false},{"name":"A. A. Ayoola","is_ca":false},{"name":"Mojisola O. Nkiko","is_ca":false},{"name":"K. M. Oluwasegun","is_ca":true},{"name":"D.O. Alkhuele","is_ca":false},{"name":"Desmond Eseoghene Ighravwe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01341789387924981,"gpt":0.2939154925650756,"spread":0.2804975986858258,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000579625,0.0001603549,0.0002701249,0.00009053615,0.00007731594,0.00004828928,0.00007679825,0.00007683373,0.000001267322],"category_scores_gemma":[0.000115365,0.000139674,0.000008341333,0.0001615816,0.0001327886,0.0002465466,0.00003277621,0.0001068069,2.214249e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000252159,"about_ca_system_score_gemma":0.00001489909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.426964e-7,"about_ca_topic_score_gemma":0.000003740101,"domain_scores_codex":[0.9992558,0.00001564894,0.0002321861,0.0002120721,0.00009956441,0.0001847586],"domain_scores_gemma":[0.9997028,0.00006674397,0.00007494726,0.00009187665,0.00005306502,0.00001057113],"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":[0.00003931756,0.00002454022,0.000373279,0.00122658,0.000006370893,0.000004498771,0.0003284762,0.003117085,0.9786737,0.000307435,0.000001416104,0.01589729],"study_design_scores_gemma":[0.0002618117,0.0001563426,0.0003291019,0.001095057,0.000003174147,0.000003522397,0.001578493,0.000318381,0.994831,0.00125113,0.00002121328,0.0001507536],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749641,0.02441138,0.00004032663,0.00009527899,0.00003136164,0.00007866704,0.000005796467,0.000316574,0.00005653342],"genre_scores_gemma":[0.996384,0.0020846,0.001405532,0.00005058103,0.000005892488,0.00004974654,0.000002012404,0.00001495651,0.000002637881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02232678,"threshold_uncertainty_score":0.5695739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3017387630","doi":"10.1080/2374068x.2020.1755210","title":"Corrosion and microstructure of as-cast magnesium alloy AM60-based hybrid nanocomposite","year":2020,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Microstructure; Alloy; Corrosion; Intermetallic; Grain boundary; Eutectic system; Magnesium alloy; Metallurgy; Scanning electron microscope; Composite material; Nanocomposite","authors":[{"name":"Xinyu Geng","is_ca":true},{"name":"Anita Hu","is_ca":true},{"name":"Luyang Ren","is_ca":true},{"name":"Zixi Sun","is_ca":true},{"name":"Henry Hu","is_ca":true},{"name":"Xueyuan Nie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005760746151895796,"gpt":0.2037372393044427,"spread":0.1979764931525469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000533797,0.0001951098,0.0003038433,0.00007525847,0.000055251,0.00007955713,0.0001801425,0.00009322327,0.000005256024],"category_scores_gemma":[0.0000352905,0.0001649241,0.000011146,0.0001301194,0.0002747807,0.0003227387,0.000126679,0.00009873691,9.975473e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001091096,"about_ca_system_score_gemma":0.00001028462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003862186,"about_ca_topic_score_gemma":0.000001933297,"domain_scores_codex":[0.9992313,0.00001214097,0.0002667525,0.0002276833,0.00007926729,0.0001828135],"domain_scores_gemma":[0.9997457,0.00002093418,0.00007488257,0.0001102007,0.00002753257,0.00002081124],"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":[0.00007265074,0.000004572907,0.001192426,0.001483281,0.000001556766,0.000008372616,0.0001371811,0.0007878295,0.975618,0.0000339985,0.000006684927,0.02065342],"study_design_scores_gemma":[0.0002837481,0.0001295667,0.0003291484,0.0002272453,0.000009583911,0.00002081034,0.0001911767,0.002819635,0.9939399,0.001004207,0.0008317282,0.0002133009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734749,0.0248421,0.0004391322,0.0002898762,0.00009444229,0.0001557189,0.00001991948,0.0006430194,0.00004092202],"genre_scores_gemma":[0.9881049,0.001349875,0.01042961,0.00005134102,0.00001275296,0.00001743057,0.000006176731,0.00002577918,0.000002136663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02349223,"threshold_uncertainty_score":0.6725408,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405342676","doi":"10.1080/2374068x.2024.2439710","title":"Numerical optimization of cold gas dynamic spray process parameters through response surface methodology","year":2024,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"High-Temperature Coating Behaviors","field":"Engineering","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":"Materials science; Gas dynamic cold spray; Response surface methodology; Coating; Central composite design; Process optimization; Computational fluid dynamics; Nozzle; Metallurgy; Particle size; Composite material; Deposition (geology); Particle velocity; Particle (ecology); Copper; Mechanics; Mechanical engineering; Chemical engineering","authors":[{"name":"Chirag Singhal","is_ca":false},{"name":"Qasim Murtaza","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01920966457645259,"gpt":0.3216725349981451,"spread":0.3024628704216925,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004851768,0.0001937244,0.000354731,0.0001283953,0.00004344242,0.00009650704,0.0001807202,0.0002305585,0.000004302848],"category_scores_gemma":[0.000342862,0.0001676917,0.00001571375,0.0005230186,0.0002210451,0.0005277537,0.00003810948,0.000177048,0.000001025545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004250969,"about_ca_system_score_gemma":0.00002913339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002766692,"about_ca_topic_score_gemma":0.000001753343,"domain_scores_codex":[0.9989342,0.0001003629,0.0003561401,0.0002836719,0.00009871639,0.0002268755],"domain_scores_gemma":[0.9994515,0.000288239,0.00006356141,0.000151353,0.00003485156,0.00001051927],"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":[0.0000868454,0.00001062586,0.0001151277,0.001300431,0.000007011086,0.0000167786,0.000756002,0.3217995,0.6718553,0.0002101609,0.000002441236,0.003839707],"study_design_scores_gemma":[0.0001120071,0.00008366458,0.00002051304,0.0007048695,0.00001708131,0.00001664528,0.0006401633,0.006115281,0.9895446,0.002253352,0.000261974,0.0002297884],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9493862,0.01465848,0.03373412,0.0001508427,0.0003675187,0.0001761509,0.00001330153,0.001503049,0.00001030445],"genre_scores_gemma":[0.8102749,0.001817292,0.1878237,0.000003301698,0.000003661581,0.00003611645,0.000003994833,0.00003104493,0.000006014215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3176893,"threshold_uncertainty_score":0.6838267,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393389689","doi":"10.1080/2374068x.2024.2335705","title":"Corrosion resistance of squeeze cast magnesium alloy AM60-based hybrid nanocomposite coated with plasma electrolytic oxidation","year":2024,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Metallurgy; Plasma electrolytic oxidation; Corrosion; Magnesium alloy; Nanocomposite; Alloy; Electrolyte; Magnesium; Composite material; Electrode","authors":[{"name":"Anita Hu","is_ca":true},{"name":"Xinyu Geng","is_ca":true},{"name":"Henry Hu","is_ca":true},{"name":"Xueyuan Nie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006067535351867055,"gpt":0.2297731660081953,"spread":0.2237056306563283,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002511234,0.0002074166,0.0002919213,0.0001529821,0.0001425181,0.000240555,0.0002617642,0.00008446509,0.00003055342],"category_scores_gemma":[0.00003457816,0.0001495783,0.00001424189,0.0003504639,0.0003750492,0.0005268251,0.00005731549,0.00008431845,0.000005229587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003547528,"about_ca_system_score_gemma":0.00007657357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002158432,"about_ca_topic_score_gemma":0.00005514947,"domain_scores_codex":[0.9986796,0.00003551863,0.0003844013,0.0004486473,0.000174776,0.0002770021],"domain_scores_gemma":[0.9994388,0.00005567595,0.0001761958,0.0002304653,0.00008114944,0.00001776223],"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":[0.0003213821,0.00002478478,0.00006845145,0.001506639,7.675799e-7,0.000009937003,0.00003349616,0.0001287062,0.9931695,0.00109113,0.00001090617,0.003634263],"study_design_scores_gemma":[0.0002578501,0.0002081512,0.00003914006,0.0006010567,0.00001979529,0.00001267334,0.0001161449,0.0009987418,0.9937401,0.001807018,0.001987883,0.0002114093],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883031,0.006941044,0.002830832,0.0006348703,0.0001089491,0.0003517948,0.00003811753,0.0006539003,0.0001374411],"genre_scores_gemma":[0.9862142,0.000530876,0.01292092,0.00001697975,0.00001425986,0.0001795922,0.00001858436,0.00002390259,0.00008064283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01009008,"threshold_uncertainty_score":0.6099625,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406402061","doi":"10.1080/2374068x.2025.2449774","title":"A study on the influence of laser hardening on microstructure, and microhardness of additively manufactured H13","year":2025,"lang":"en","type":"article","venue":"Advances in Materials and Processing Technologies","topic":"Additive Manufacturing Materials and Processes","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":"Université du Québec à Rimouski","funders":"","keywords":"Materials science; Indentation hardness; Microstructure; Metallurgy; Hardening (computing); Composite material","authors":[{"name":"Lamya Baali","is_ca":true},{"name":"N. Omidi","is_ca":true},{"name":"Noureddine Barka","is_ca":true},{"name":"Véronique Dassylva‐Raymond","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007185541034870782,"gpt":0.2428822341232349,"spread":0.2356966930883641,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001576285,0.0001963509,0.000344131,0.0001496981,0.00007391896,0.00005887349,0.0001964688,0.00008938864,0.000005841843],"category_scores_gemma":[0.0001482004,0.0001289105,0.00001006101,0.0001358462,0.0002762498,0.000145968,0.0001005223,0.000106662,2.305217e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000937943,"about_ca_system_score_gemma":0.000009342159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004570792,"about_ca_topic_score_gemma":0.000004248816,"domain_scores_codex":[0.9992415,0.0000293307,0.0002918267,0.0002098238,0.00007766069,0.0001499065],"domain_scores_gemma":[0.9995199,0.0001681968,0.0001190001,0.0001491867,0.00003732662,0.00000641382],"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":[0.0008210815,0.0001723015,0.004979291,0.007256847,0.0001328064,0.00002455841,0.002689465,0.009875679,0.8593075,0.001600381,0.0001174515,0.1130227],"study_design_scores_gemma":[0.0002366744,0.0001087324,0.03703051,0.0009346464,0.00001143017,0.000001619118,0.001460915,0.000002568883,0.9517157,0.007938852,0.0004319007,0.0001264251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972974,0.001898122,0.00002525461,0.00005726137,0.00009721738,0.0002577177,0.0001072909,0.0001437652,0.0001159378],"genre_scores_gemma":[0.9986063,0.001025712,0.0002660921,0.00002157434,0.000006260725,0.00005353006,0.000002549959,0.00001224334,0.000005796696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1128962,"threshold_uncertainty_score":0.5256817,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}