{"meta":{"query_hash":"e26a1e83e702","filters":{"venue":"Nano Micro Mechanics Review"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/e26a1e83e702","api":"https://metacan.xera.ac/api/v1/cohort?venue=Nano+Micro+Mechanics+Review"},"results":[{"id":"W4406804851","doi":"10.1142/s3082805825500013","title":"A spheroidal dielectric compressible liquid inclusion in an infinite transversely isotropic piezoelectric matrix","year":2025,"lang":"en","type":"article","venue":"Nano Micro Mechanics Review","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":0,"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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transverse isotropy; Piezoelectricity; Dielectric; Materials science; Compressibility; Composite material; Matrix (chemical analysis); Inclusion (mineral); Isotropy; Mechanics; Physics; Geology; Mineralogy; Optics","score_opus":0.01000641745638751,"score_gpt":0.26865622928827204,"score_spread":0.2586498118318845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406804851","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12631333,0.80878454,0.060124125,0.00028269115,0.00044911954,0.0015311525,0.000013024121,0.0013218146,0.0011801831],"genre_scores_gemma":[0.4428625,0.55110466,0.0050985576,0.0005097292,0.000023029348,0.00013562564,0.000019895526,0.000062639054,0.0001833489],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99847263,0.000037904727,0.00052193145,0.0003338191,0.0001577893,0.00047589722],"domain_scores_gemma":[0.9993291,0.00005157454,0.00006309734,0.00045103606,0.000053219137,0.00005197246],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025171653,0.00030509548,0.00058931025,0.00040173918,0.00014431092,0.000021028382,0.00052740343,0.00023203713,0.00004294598],"category_scores_gemma":[0.000050939056,0.00029642374,0.00011423806,0.002220295,0.000011518861,0.000198482,0.00027326946,0.00055638404,0.000024963769],"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":[0.000023890136,0.000060610448,0.0000016372475,0.0022265571,0.000018809533,0.000013095651,0.000037958198,0.00028980317,0.8400544,0.0026811084,0.00046322533,0.15412891],"study_design_scores_gemma":[0.0020348546,0.0008571784,0.0000086635755,0.0096377395,0.0002020041,0.00002810301,0.000038835376,0.0127321305,0.6797639,0.010386077,0.28304502,0.0012654584],"about_ca_topic_score_codex":0.000010080392,"about_ca_topic_score_gemma":0.00009175957,"teacher_disagreement_score":0.31654918,"about_ca_system_score_codex":0.00020905696,"about_ca_system_score_gemma":0.00006046649,"threshold_uncertainty_score":0.9999488},"labels":[],"label_agreement":null},{"id":"W4407711069","doi":"10.1142/s3082805825020017","title":"Editorial: Message from the Editor-in-Chief","year":2025,"lang":"en","type":"article","venue":"Nano Micro Mechanics Review","topic":"Nonlocal and gradient elasticity in micro/nano structures","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Editor in chief; Computer science; Management; Economics","score_opus":0.0073702787998796895,"score_gpt":0.2533138464321563,"score_spread":0.24594356763227662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407711069","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0073135695,0.24993788,0.002799366,0.0047193156,0.7319901,0.0017049214,0.0005693244,0.00017790543,0.00078763015],"genre_scores_gemma":[0.038134284,0.3043909,0.008761272,0.05708902,0.5866233,0.00070822285,0.00035746503,0.0002473388,0.003688169],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977816,0.00028529743,0.0006079376,0.00051782036,0.00036509076,0.00044227752],"domain_scores_gemma":[0.99852574,0.00046002312,0.00017237832,0.0006576609,0.00012181859,0.0000623969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009801663,0.00029145333,0.0005593679,0.0000504249,0.00020347818,0.000105247476,0.0010430202,0.00018947879,0.00062985986],"category_scores_gemma":[0.0004574156,0.0001862643,0.00016832887,0.0005096497,0.000059705486,0.000104243416,0.00029408617,0.0003284776,0.0002619164],"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":[0.000009513988,0.00002650644,0.000010234514,0.0002829009,0.000008835793,0.0000016320909,0.000024174386,0.0000011305702,0.37344825,0.0035114984,0.6215049,0.0011704403],"study_design_scores_gemma":[0.00027981203,0.000017833063,0.000014348294,0.0031384612,0.00008763172,0.0000016876686,0.000014020822,0.0000062105464,0.09128722,0.013095971,0.8918563,0.00020047852],"about_ca_topic_score_codex":0.0002310472,"about_ca_topic_score_gemma":0.00012616215,"teacher_disagreement_score":0.28216103,"about_ca_system_score_codex":0.00007848149,"about_ca_system_score_gemma":0.00014630349,"threshold_uncertainty_score":0.75956374},"labels":[],"label_agreement":null},{"id":"W4407711378","doi":"10.1142/s3082805825500037","title":"Atomistic modelling of the thermo-mechanical behaviour of GDZ/YSZ interphase region in bilayer thermal barrier coatings","year":2025,"lang":"en","type":"article","venue":"Nano Micro Mechanics Review","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":2,"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":"Natural Sciences and Engineering Research Council of Canada","keywords":"Interphase; Bilayer; Materials science; Thermal barrier coating; Yttria-stabilized zirconia; Thermal; Composite material; Nanotechnology; Chemical physics; Chemistry; Thermodynamics; Membrane; Physics; Layer (electronics); Cubic zirconia; Ceramic","score_opus":0.019130015331103978,"score_gpt":0.25273971549902063,"score_spread":0.23360970016791666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407711378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90779203,0.031693432,0.05714828,0.00015467514,0.00094554597,0.0019372536,0.000049202095,0.0001480543,0.00013150953],"genre_scores_gemma":[0.99535257,0.0033122408,0.0009380194,0.00015415136,0.000013937009,0.0000641805,0.00000553198,0.000058615744,0.000100742625],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979873,0.00017294414,0.0010063242,0.00030239858,0.00023511314,0.0002959688],"domain_scores_gemma":[0.9987273,0.00009989459,0.00021443622,0.00075564394,0.00015120588,0.000051471725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065192615,0.0003046613,0.0007040691,0.00013448542,0.000044095206,0.000013975249,0.0006156543,0.00023738314,0.000046252622],"category_scores_gemma":[0.00014685534,0.0002328172,0.00028506844,0.00075045135,0.0000293373,0.00006141481,0.00014662763,0.0004957965,0.0000040783825],"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":[0.000010128836,0.00006363844,0.00008818616,0.0019760192,0.000020822952,0.0000056304093,0.00019324447,0.0018291364,0.9925579,0.0023408968,0.00017407324,0.0007403222],"study_design_scores_gemma":[0.0007030072,0.00004382785,0.000020439782,0.022195155,0.00036059733,0.000017444267,0.00003973461,0.012339238,0.9628118,0.00026476523,0.000810878,0.00039308175],"about_ca_topic_score_codex":0.000029632385,"about_ca_topic_score_gemma":0.0000131422075,"teacher_disagreement_score":0.087560534,"about_ca_system_score_codex":0.0001381479,"about_ca_system_score_gemma":0.00010831201,"threshold_uncertainty_score":0.94940096},"labels":[],"label_agreement":null},{"id":"W4410629774","doi":"10.1142/s308280582530001x","title":"Advanced thermal barrier coatings in aviation gas turbine engines: Current trends and future prospects","year":2025,"lang":"en","type":"article","venue":"Nano Micro Mechanics Review","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Gas turbines; Current (fluid); Thermal barrier coating; Aviation; Aeronautics; Engineering; Environmental science; Aerospace engineering; Automotive engineering; Materials science; Mechanical engineering; Nanotechnology; Electrical engineering; Coating","score_opus":0.008766624393117624,"score_gpt":0.2612930711880281,"score_spread":0.25252644679491043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410629774","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3909905,0.59057397,0.0011235458,0.01114523,0.002387387,0.0026329635,0.00014770743,0.00021571085,0.0007829962],"genre_scores_gemma":[0.6155714,0.37026522,0.007022586,0.0032919894,0.00059035985,0.0013664352,0.00017472914,0.000077773504,0.0016395581],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990025,0.00005123698,0.0003548571,0.00030379856,0.000096656084,0.00019094584],"domain_scores_gemma":[0.99943614,0.000013301543,0.00011685096,0.00032603747,0.00006881293,0.000038837767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033187302,0.0001535424,0.00028851524,0.000061374805,0.00008133831,0.000050930503,0.00021229289,0.000051076207,0.0004095629],"category_scores_gemma":[0.000059993043,0.00011678314,0.000034212466,0.00038502173,0.000010964153,0.0001053569,0.00011686123,0.00008324657,0.000021953432],"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":[0.0000073717397,0.000023946459,0.0000033849844,0.001213596,0.0000011112147,2.5786355e-7,0.000039747036,0.0000010551677,0.8778215,0.006867719,0.00044759418,0.11357269],"study_design_scores_gemma":[0.0006744296,0.000057907884,0.00007329696,0.0042214952,0.000057621313,0.0000047765097,0.00002586178,0.00012205463,0.50001746,0.0016757728,0.4927303,0.00033901996],"about_ca_topic_score_codex":0.000008125137,"about_ca_topic_score_gemma":0.000006860442,"teacher_disagreement_score":0.4922827,"about_ca_system_score_codex":0.00004626041,"about_ca_system_score_gemma":0.00004257137,"threshold_uncertainty_score":0.47622782},"labels":[],"label_agreement":null},{"id":"W4414247048","doi":"10.1142/s3082805825300033","title":"Numerical modeling of flexoelectricity: Status, opportunities and challenges","year":2025,"lang":"en","type":"article","venue":"Nano Micro Mechanics Review","topic":"Nonlocal and gradient elasticity in micro/nano structures","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario College of Art and Design; University of Toronto","funders":"Science and Engineering Research Board","keywords":"Flexoelectricity; Finite element method; Polarization (electrochemistry); Converse; Dielectric; Computational model; Coupling (piping); Multiscale modeling","score_opus":0.05583808313180085,"score_gpt":0.2791994542630921,"score_spread":0.22336137113129126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414247048","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01675615,0.96063507,0.01883319,0.001887557,0.00042937207,0.00048828585,0.000060018177,0.00007162676,0.00083870394],"genre_scores_gemma":[0.15779488,0.8380416,0.0028478964,0.0011297795,0.000022593435,0.00001869657,0.000008128295,0.000015048368,0.00012138669],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99843717,0.00013327296,0.00051571714,0.00035028305,0.00018673076,0.00037681832],"domain_scores_gemma":[0.9992402,0.00009638009,0.00014706473,0.00026824186,0.00015818188,0.00008990811],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045865693,0.00021745544,0.0006155079,0.000107731576,0.00010551414,0.000025627809,0.00025528157,0.000094602496,0.000116019466],"category_scores_gemma":[0.0001462279,0.00017710037,0.000090408226,0.00022098211,0.000045707144,0.000084295694,0.00013451048,0.00011515614,0.000008433375],"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":[0.000036008194,0.000095467425,0.0000041003186,0.015024493,0.000051158728,0.0000068479094,0.00014186821,0.00006910327,0.7178462,0.16090459,0.0007908734,0.10502929],"study_design_scores_gemma":[0.000974033,0.00043270687,0.000007050188,0.016572911,0.00066433474,0.000098570905,0.00031956605,0.012949084,0.718321,0.051907957,0.19662836,0.0011243733],"about_ca_topic_score_codex":0.000041092284,"about_ca_topic_score_gemma":0.000004846602,"teacher_disagreement_score":0.1958375,"about_ca_system_score_codex":0.00003029177,"about_ca_system_score_gemma":0.00013065564,"threshold_uncertainty_score":0.7221943},"labels":[],"label_agreement":null},{"id":"W7117558935","doi":"10.1142/s3082805825400023","title":"Characterisation of blade out events using powder bed fusion of polymers","year":2025,"lang":"en","type":"article","venue":"Nano Micro Mechanics Review","topic":"Bladed Disk Vibration Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Blade (archaeology); Turbine blade; Fuse (electrical); Finite element method; Fusion; Gas turbines; Aero engine; Catastrophic failure","score_opus":0.01442935504841209,"score_gpt":0.2615456964013354,"score_spread":0.24711634135292332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117558935","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58173966,0.21534513,0.19615075,0.00031507155,0.0030309793,0.00226854,0.00018442473,0.00025289657,0.00071254384],"genre_scores_gemma":[0.947184,0.04750974,0.004524183,0.00034131535,0.000027898266,0.000019545321,0.00011886762,0.00006855677,0.0002058497],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99892014,0.000047667363,0.0006110399,0.00014267713,0.00013357005,0.00014490796],"domain_scores_gemma":[0.9993657,0.000019879268,0.00019865633,0.00029574454,0.00008901251,0.000031028176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020189758,0.00015374154,0.00039947842,0.00013135312,0.00002629216,0.0000056734434,0.00016595743,0.00011721679,0.0001357542],"category_scores_gemma":[0.000047217567,0.00016313672,0.00012801889,0.00036988826,0.0000096012855,0.000107197084,0.00004023436,0.00009220714,0.000007651659],"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":[0.0000027385279,0.000020799014,0.00003394616,0.0042323503,0.000049902137,1.8041622e-7,0.00008608792,0.00015037152,0.98312587,0.0011564599,0.00008020249,0.011061107],"study_design_scores_gemma":[0.00071735453,0.00003525472,0.00019061066,0.014435116,0.00050558354,0.0000050621265,0.000055117045,0.03973184,0.93873495,0.000799007,0.004327567,0.00046251345],"about_ca_topic_score_codex":0.0000041846642,"about_ca_topic_score_gemma":0.0000034320062,"teacher_disagreement_score":0.36544436,"about_ca_system_score_codex":0.00006741127,"about_ca_system_score_gemma":0.000076343975,"threshold_uncertainty_score":0.66525227},"labels":[],"label_agreement":null}]}