{"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":"5261b8da851a","filters":{"venue":"International Journal of Computational Materials Science and Engineering"}},"results":[{"id":"W2548802284","doi":"10.1142/s2047684116500238","title":"Analyzing nonlinear large deformation with an improved element-free Galerkin method via the interpolating moving least-squares method","year":2016,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"Numerical methods in engineering","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Natural Science Foundation of China; McMaster University; Institute of Museum and Library Services","keywords":"Moving least squares; Galerkin method; Discretization; Deformation (meteorology); Nonlinear system; Finite element method; Mathematical analysis; Penalty method; Displacement (psychology); Mathematics; Discontinuous Galerkin method; Boundary element method; Least-squares function approximation; Function (biology); Applied mathematics; Mathematical optimization; Physics","authors":[{"name":"Yumin Cheng","is_ca":false},{"name":"Fu-Nong Bai","is_ca":false},{"name":"Chao Liu","is_ca":false},{"name":"Miaojuan Peng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008118001722858616,"gpt":0.283277411675921,"spread":0.2751594099530624,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003559252,0.0002053827,0.000247779,0.0004391088,0.0001104038,0.0002851292,0.0007700307,0.00003935024,0.00002420385],"category_scores_gemma":[0.0006347999,0.0001260234,0.00004242302,0.0003085622,0.00006132916,0.001580349,0.0001474266,0.0001554692,0.000001197778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002181326,"about_ca_system_score_gemma":0.00006173705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000071144,"about_ca_topic_score_gemma":0.000001440683,"domain_scores_codex":[0.9980678,0.00007659619,0.0006388732,0.0001772251,0.0007225937,0.0003168886],"domain_scores_gemma":[0.9982932,0.000554178,0.0002224848,0.00015664,0.0006450168,0.0001284469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004621173,0.00001240908,0.00007565402,0.00002582489,0.00008763984,0.000006040319,0.0002647218,0.4974241,0.4647656,0.0005794728,0.000003632969,0.03670872],"study_design_scores_gemma":[0.000616056,0.000106268,0.001847486,0.000219251,0.0000220349,0.0003358229,0.00009972566,0.9447584,0.05051932,0.001109215,0.0001552763,0.0002111719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1844928,0.00004331332,0.8142835,0.0002046781,0.0008068438,0.00007357665,0.00001745364,0.00006394804,0.0000139029],"genre_scores_gemma":[0.5266994,0.000007873057,0.4729849,0.00002448579,0.0002571404,0.000004234402,0.000001435305,0.00001976645,8.719196e-7],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4473343,"threshold_uncertainty_score":0.5139085,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2401523814","doi":"10.1142/s2047684116500081","title":"First principles calculation of thermo-mechanical properties of thoria using Quantum ESPRESSO","year":2016,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Phonon; Thermal conductivity; Density functional theory; Heat capacity; Reciprocal lattice; Quantum; Materials science; Lattice (music); Thermal expansion; Work (physics); Physics; Thermodynamics; Condensed matter physics; Quantum mechanics","authors":[{"name":"Linu Malakkal","is_ca":true},{"name":"Barbara Szpunar","is_ca":true},{"name":"Juan Carlos Zúñiga","is_ca":true},{"name":"Ravi Kiran Siripurapu","is_ca":true},{"name":"Jerzy A. Szpunar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03488075864473339,"gpt":0.2515717621053429,"spread":0.2166910034606095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001126669,0.0000948024,0.0002282209,0.000191832,0.00005106646,0.00009298716,0.0003576516,0.0000321987,0.00007640352],"category_scores_gemma":[0.0003471293,0.00005818007,0.0000327538,0.00007546105,0.0002212426,0.0006287797,0.0001263295,0.0000231952,0.000001885998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005552685,"about_ca_system_score_gemma":0.0001369312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002503493,"about_ca_topic_score_gemma":3.546045e-7,"domain_scores_codex":[0.9983426,0.00002843844,0.0006332617,0.0001173545,0.0007541426,0.0001241556],"domain_scores_gemma":[0.9983487,0.00007007067,0.0004383358,0.00006415499,0.00103015,0.00004856767],"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":[0.000125691,0.00001937469,0.00003138201,0.00004650274,0.0000135067,0.000001814811,0.0001763673,0.04344536,0.9503956,0.005626806,0.000001840929,0.0001157783],"study_design_scores_gemma":[0.0002844989,0.0000726983,0.002907846,0.0006109666,0.000009707227,0.00006811847,0.00002186099,0.01077281,0.9842404,0.0008612931,0.00006760785,0.00008222996],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931422,0.00008239798,0.005081891,0.0001945815,0.001414017,0.00005264572,0.0000184026,0.000008360129,0.000005530927],"genre_scores_gemma":[0.9939234,0.00002660107,0.005859606,0.000008677833,0.0001691418,8.891928e-7,2.715147e-7,0.000009073175,0.000002296645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03384478,"threshold_uncertainty_score":0.2372514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2508091234","doi":"10.1142/s2047684116500123","title":"Mechanical and thermophysical properties of rare-earth monopnictides","year":2016,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"Rare-earth and actinide compounds","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"McMaster University","keywords":"Debye model; Materials science; Anharmonicity; Condensed matter physics; Anisotropy; Heat capacity; Atmospheric temperature range; Thermodynamics; Thermal conductivity; Elastic modulus; Thermal; Physics; Optics","authors":[{"name":"Vyoma Bhalla","is_ca":false},{"name":"Devraj Singh","is_ca":false},{"name":"Sushil Kumar Jain","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009703457105020722,"gpt":0.2195910087565312,"spread":0.2098875516515105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002487752,0.00006275276,0.0001220248,0.0001042454,0.00002977646,0.00008020411,0.0001528354,0.00000920548,0.00002993292],"category_scores_gemma":[0.0000469464,0.00003972305,0.000021834,0.00004785071,0.0001042685,0.0004463443,0.00005673364,0.00002961025,9.688017e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008080986,"about_ca_system_score_gemma":0.00007632193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005338836,"about_ca_topic_score_gemma":3.18115e-8,"domain_scores_codex":[0.9992467,0.000008592096,0.0002401544,0.00007713697,0.0003446533,0.00008279111],"domain_scores_gemma":[0.9993418,0.0000658756,0.0001241688,0.00002986396,0.0003814939,0.00005680542],"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":[0.00003447587,0.00001870075,0.0003668774,0.000004902172,0.00003101177,0.000001514336,0.00006085535,0.000948289,0.9783559,0.01332502,0.000005119712,0.006847373],"study_design_scores_gemma":[0.0007828391,0.0001125435,0.02517454,0.0003243987,0.00001126644,0.00007140554,0.00007320994,0.003117573,0.9570554,0.01294178,0.0001895802,0.0001454778],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919874,0.00002687771,0.007259876,0.0003201478,0.0003316656,0.00002285232,0.000008319573,0.000003732346,0.00003913833],"genre_scores_gemma":[0.9980895,0.000006499252,0.001636646,0.00001237782,0.0002446941,8.237801e-7,3.453382e-7,0.000003806234,0.00000531361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02480766,"threshold_uncertainty_score":0.1619859,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3147999427","doi":"10.1142/s2047684120500232","title":"Refining anticipation of degraded bone microstructures during osteoporosis based on statistical homogenized reconstruction method via quality of connection function","year":2020,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"Composite Material Mechanics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Ministry of Science Research and Technology","keywords":"Computer science; Osteoporosis; Interpolation (computer graphics); Volume fraction; Function (biology); Statistical model; Algorithm; Quality (philosophy); Mathematical optimization; Mathematics; Materials science; Artificial intelligence; Motion (physics)","authors":[{"name":"Seyedfarzad Famouri","is_ca":true},{"name":"Amirhossein Bagherian","is_ca":false},{"name":"Armin Shahmohammadi","is_ca":false},{"name":"Daniel George","is_ca":false},{"name":"Mostafa Baghani","is_ca":false},{"name":"Majid Baniassadi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01585562241535795,"gpt":0.2671650960838776,"spread":0.2513094736685197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006427164,0.0001157761,0.0002862514,0.0003367782,0.00003757796,0.00006349589,0.0001319073,0.00004196067,0.0000301803],"category_scores_gemma":[0.0003164329,0.0001177737,0.00003711153,0.000209208,0.0000510741,0.0002842753,0.00002720184,0.00007626687,4.265307e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008781854,"about_ca_system_score_gemma":0.0000498694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001230124,"about_ca_topic_score_gemma":3.574307e-7,"domain_scores_codex":[0.998364,0.00004314361,0.0007577409,0.0001254878,0.000606142,0.0001035301],"domain_scores_gemma":[0.9987503,0.0001695347,0.0003425576,0.00004602912,0.0006221422,0.00006947415],"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":[0.0002419409,0.000006713616,0.00005430089,0.00007232266,0.00002129231,0.000001201909,0.00007122495,0.3722861,0.6255938,0.0003255746,7.66696e-7,0.00132478],"study_design_scores_gemma":[0.0007476432,0.0001506683,0.02162776,0.0001169259,0.00002066232,0.00006683095,0.00002799376,0.257253,0.7194698,0.000415432,0.000002397685,0.0001008015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7201368,0.00001340961,0.2786492,0.00005241754,0.001049122,0.0000368458,0.0000384561,0.00002039543,0.000003426454],"genre_scores_gemma":[0.9416945,0.000003813169,0.058135,0.00001812329,0.0001246541,0.000001418108,0.00001066524,0.00001171473,9.570297e-8],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2215577,"threshold_uncertainty_score":0.4802672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2795047382","doi":"10.1142/s2047684118500057","title":"Verification of a ground-based method for simulating high-altitude, supersonic flight conditions","year":2018,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Supersonic speed; Aerospace engineering; Altitude (triangle); Nozzle; Rocket (weapon); Flight test; Aerospace; Effects of high altitude on humans; Rocket engine nozzle; Aerodynamics; Environmental science; Computer science; Meteorology; Physics; Engineering; Mathematics; Geometry","authors":[{"name":"Xuewen Zhou","is_ca":false},{"name":"Jian Xu","is_ca":false},{"name":"Shuiyan Lv","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008254252218229756,"gpt":0.2740270770367776,"spread":0.2657728248185479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006345497,0.00009927363,0.0001646131,0.0003705484,0.00007101665,0.0001107482,0.000243684,0.00002924981,0.00001466255],"category_scores_gemma":[0.000189065,0.0001007828,0.00003591686,0.0002287954,0.0000972769,0.0003419868,0.00002233543,0.00004491944,9.115857e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193976,"about_ca_system_score_gemma":0.0001499986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007620101,"about_ca_topic_score_gemma":9.742672e-7,"domain_scores_codex":[0.9988275,0.000008688799,0.000451763,0.0001066159,0.0004813054,0.0001240894],"domain_scores_gemma":[0.9975914,0.0002732849,0.0001285946,0.00004812436,0.001902853,0.00005575509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001527989,0.0000120607,0.00001991531,0.00002509472,0.00003214517,6.093907e-7,0.00006891845,0.7843816,0.200986,0.01402046,0.000009421884,0.000428463],"study_design_scores_gemma":[0.000453204,0.00007523971,0.008507144,0.00007939908,0.00001291286,0.00002681965,0.00001494728,0.9740357,0.01370809,0.002926364,0.00006283751,0.00009733489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5532117,0.00001358336,0.4456891,0.000083101,0.0008822805,0.00004905035,0.00004986694,0.00001401839,0.000007274135],"genre_scores_gemma":[0.8667142,0.00000401569,0.1329507,0.00002590106,0.0002606414,0.000003660988,0.00002797696,0.00001182986,0.000001120794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3135025,"threshold_uncertainty_score":0.4109805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2622362181","doi":"10.1142/s2047684117500154","title":"The meshless method for two-dimensional space-time fractional dispersion equation based on reproducing kernel particle method","year":2017,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Science Foundation of Zhejiang Province; K. C. Wong Magna Fund in Ningbo University; McMaster University","keywords":"Discretization; Kernel (algebra); Mathematics; Mathematical analysis; Dispersion (optics); Space (punctuation); Applied mathematics; Physics; Quantum mechanics; Computer science","authors":[{"name":"Rongjun Cheng","is_ca":false},{"name":"Fengxin Sun","is_ca":false},{"name":"Jufeng Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04923535433049503,"gpt":0.3772444564457432,"spread":0.3280091021152482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004194071,0.0001422426,0.0001935199,0.000214494,0.001052507,0.0006957533,0.0005277044,0.00003659149,0.00003833926],"category_scores_gemma":[0.006251918,0.0001102787,0.00008449995,0.00008969258,0.0001376087,0.000790789,0.00009393768,0.0001184568,0.000006185699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002412677,"about_ca_system_score_gemma":0.000298897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000194946,"about_ca_topic_score_gemma":0.000001244165,"domain_scores_codex":[0.9976071,0.00006842128,0.0005311967,0.0002546975,0.001337137,0.0002014728],"domain_scores_gemma":[0.9944153,0.002791243,0.0006595254,0.0002140669,0.001823429,0.00009638967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002019052,0.00007906633,0.00002084705,0.000009126438,0.00006240123,0.000002403493,0.00004864921,0.7427608,0.1370078,0.1169113,0.0002148366,0.002680859],"study_design_scores_gemma":[0.000781856,0.00006833451,0.004360692,0.0001089445,0.00003277842,0.00005681814,0.00001481696,0.916197,0.02463851,0.053435,0.0001818874,0.0001233722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1930448,0.00001321977,0.7975242,0.007224919,0.001907718,0.0001839201,0.00003587358,0.00002018187,0.00004512131],"genre_scores_gemma":[0.7589663,0.000001575751,0.2403959,0.00007093265,0.0004877146,0.00001577255,0.000008069452,0.00001402376,0.00003969956],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5659215,"threshold_uncertainty_score":0.8095137,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2126855713","doi":"10.1142/s2047684113500140","title":"MECHANICAL PROPERTIES AND TOPOLOGICAL CHANGES IN A <font>Fe</font>-CRYSTAL WITH FIXED AND MIGRATING H-ATOM: A NUMERICAL STUDY","year":2013,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Morse potential; Materials science; Atom (system on chip); Elongation; Crystal (programming language); Embedded atom model; Hydrogen atom; Crystal structure; Displacement (psychology); Statics; Stress (linguistics); Molecular dynamics; Interatomic potential; Condensed matter physics; Ultimate tensile strength; Topology (electrical circuits); Crystallography; Physics; Atomic physics; Classical mechanics; Metallurgy; Chemistry; Mathematics; Quantum mechanics; Group (periodic table)","authors":[{"name":"Oleg Vinogradov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0212122378025941,"gpt":0.2540565444985926,"spread":0.2328443066959985,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008461012,0.0001238074,0.0002302438,0.0002159143,0.00007818217,0.000438885,0.0002171582,0.00002690671,0.00007609614],"category_scores_gemma":[0.0001171171,0.00008536247,0.0000106271,0.0001179014,0.0001527917,0.0005643213,0.0001521595,0.0000769022,0.000001653914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003968261,"about_ca_system_score_gemma":0.00005683115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004869948,"about_ca_topic_score_gemma":0.000005923006,"domain_scores_codex":[0.9984928,0.00004393942,0.0003705269,0.0002009268,0.0007130684,0.0001786897],"domain_scores_gemma":[0.9993173,0.00007216435,0.0001369723,0.0000400133,0.0003330019,0.0001004751],"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":[0.00005143169,0.00007222766,0.002633622,0.000008451169,0.000006384331,0.00002808734,0.0004837147,0.001280766,0.9945975,0.0002664362,0.000003085427,0.0005683048],"study_design_scores_gemma":[0.004580881,0.002738618,0.1957167,0.0007765898,0.00007359055,0.002684168,0.004602702,0.03901496,0.7470505,0.001736866,0.00007873521,0.0009455902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974461,0.00006805827,0.001601689,0.0004094247,0.0002855038,0.0001712396,0.000003299805,0.00001173465,0.000002937021],"genre_scores_gemma":[0.9923452,0.000009405138,0.00747052,0.00006309882,0.00008177435,0.00001969017,5.813228e-7,0.000006243306,0.000003449479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2475469,"threshold_uncertainty_score":0.4232178,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313856921","doi":"10.1142/s2047684123500124","title":"Developing FFS software for fitness-for-service assessment of equipment with hydrogen blistering damage based on API 579-1/ASME FFS-1","year":2023,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Service (business); Structural integrity; Software; Component (thermodynamics); Corrosion; Hydrogen; Forensic engineering; Engineering; Materials science; Reliability engineering; Computer science; Metallurgy; Structural engineering; Business; Operating system","authors":[{"name":"Razieh Karimihaghighi","is_ca":true},{"name":"Sirus Javadpour","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03306979917799036,"gpt":0.3235165062381015,"spread":0.2904467070601112,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001905895,0.0001478975,0.0002557079,0.0004676715,0.0001273339,0.0002303123,0.000524477,0.00002956107,0.000037727],"category_scores_gemma":[0.0001704217,0.0001248122,0.00004129805,0.0003492206,0.00007359587,0.0004171511,0.000104065,0.00004197568,0.000002039194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001401106,"about_ca_system_score_gemma":0.0004238494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000340591,"about_ca_topic_score_gemma":5.815111e-7,"domain_scores_codex":[0.9978268,0.00001738234,0.0005729244,0.000213167,0.001135656,0.0002340396],"domain_scores_gemma":[0.9977616,0.0002785042,0.0003551547,0.0000825952,0.001445793,0.00007632276],"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":[0.000066604,0.00002139475,0.0001788574,0.00007693549,0.000009977761,0.000005321076,0.00005606639,0.3747692,0.6232523,0.001306852,0.00001220962,0.0002442733],"study_design_scores_gemma":[0.001877795,0.0004212461,0.01020181,0.0008630503,0.00004392956,0.00004359015,0.00009885801,0.1506666,0.8336286,0.001499508,0.0003063114,0.0003486992],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8278349,0.000005068364,0.1705857,0.0003770421,0.0008944981,0.0001817712,0.00008960973,0.00002574506,0.000005653042],"genre_scores_gemma":[0.8921332,0.000003041498,0.107503,0.0001356603,0.000125183,0.00005003212,0.00002921881,0.00001578858,0.00000488359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2241025,"threshold_uncertainty_score":0.5089693,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117111229","doi":"10.1142/s204768412550040x","title":"An unsupervised shapelet-based method for quantification of nanostructured surface imaging","year":2025,"lang":"en","type":"article","venue":"International Journal of Computational Materials Science and Engineering","topic":"X-ray Diffraction in Crystallography","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada","keywords":"Python (programming language); Unsupervised learning; Nanostructure; Computational complexity theory; Reduction (mathematics); Process (computing); Software; Self-organizing map","authors":[{"name":"Cameron Chin","is_ca":true},{"name":"Matthew Peres Tino","is_ca":true},{"name":"Nasser Mohieddin Abukhdeir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009981973978993289,"gpt":0.306997520992892,"spread":0.2970155470138987,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00170261,0.0001056214,0.0001981902,0.0005267429,0.00008310869,0.0002564371,0.0005127491,0.00002888494,0.000034624],"category_scores_gemma":[0.0003134972,0.00009909925,0.00004596318,0.0002769599,0.0001330809,0.0007070192,0.00003082441,0.00004373492,3.935192e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006870196,"about_ca_system_score_gemma":0.0003026605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001315726,"about_ca_topic_score_gemma":2.712578e-7,"domain_scores_codex":[0.9984424,0.00003658573,0.0005733935,0.0001891371,0.0006217824,0.000136739],"domain_scores_gemma":[0.9972115,0.0002749891,0.0003440214,0.000087902,0.002023713,0.00005790046],"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":[0.0000684281,0.00002215479,0.0001270365,0.0000275819,0.000009431492,7.344457e-7,0.00003947627,0.3013344,0.6948572,0.003058635,0.00001606686,0.000438788],"study_design_scores_gemma":[0.0006380296,0.00004468878,0.013964,0.0001127869,0.00001707571,0.00002406175,0.00006401847,0.2234142,0.7583384,0.003112445,0.0001686675,0.0001016126],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5644699,0.00002794971,0.433576,0.0003071663,0.001501773,0.00006677881,0.00003334477,0.00001200493,0.000005050576],"genre_scores_gemma":[0.7990969,0.000002332957,0.2007249,0.00009368212,0.00006388978,0.000002725023,0.000008119538,0.000006147296,0.000001262526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.234627,"threshold_uncertainty_score":0.404115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}