{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"35e3de889962","filters":{"venue":"Current Opinion in Solid State and Materials Science"}},"results":[{"id":"W2053142613","doi":"10.1016/j.cossms.2012.04.002","title":"Sodium and sodium-ion energy storage batteries","year":2012,"lang":"en","type":"article","venue":"Current Opinion in Solid State and Materials Science","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":1446,"is_retracted":false,"has_abstract":false,"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; Canada Research Chairs","keywords":"Energy storage; Materials science; Sodium; Battery (electricity); Electrochemistry; Renewable energy; Ion; Nanotechnology; Lithium (medication); Engineering physics; Electrode; Electrical engineering; Power (physics); Engineering; Chemistry; Metallurgy; Physics; Thermodynamics","authors":[{"name":"B. Ellis","is_ca":true},{"name":"Linda F. Nazar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03063220756833983,"gpt":0.305622954453553,"spread":0.2749907468852131,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007888779,0.0004422796,0.0008087453,0.0003242315,0.0003736781,0.001567912,0.0009446375,0.002666296,0.00687802],"category_scores_gemma":[0.0004406159,0.0001850284,0.0003546807,0.000558976,0.0008052288,0.003628085,0.0004596322,0.001320078,0.004245535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007816331,"about_ca_system_score_gemma":0.0008622935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008068736,"about_ca_topic_score_gemma":0.001406046,"domain_scores_codex":[0.9997757,0.00002769187,0.00002824704,0.00004347283,0.00009093177,0.00003396074],"domain_scores_gemma":[0.9997943,0.00002850663,0.00002004331,0.000008493525,0.000116991,0.00003163707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001615274,0.0002262402,0.0005828596,0.006935542,0.0001494085,0.0007489159,0.0003593531,0.0007744032,0.1545279,0.09953289,0.1900591,0.5444881],"study_design_scores_gemma":[0.00004775644,0.0001408638,0.0003103713,0.0001695026,0.00005013626,0.0002927979,0.0002121287,0.0005967179,0.01328788,0.01795355,0.9669136,0.0000246682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01775694,0.7850847,0.006517282,0.08955131,0.04914837,0.00007242816,0.0005198823,0.0001395276,0.0512096],"genre_scores_gemma":[0.07933511,0.7806457,0.001611571,0.01221227,0.02357184,0.00009459288,0.0005634465,0.00003336385,0.1019321],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00687802,"threshold_uncertainty_score":0.02300924,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2803219032","doi":"10.1016/j.cossms.2018.05.003","title":"On the existence and origin of sluggish diffusion in chemically disordered concentrated alloys","year":2018,"lang":"en","type":"article","venue":"Current Opinion in Solid State and Materials Science","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":129,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Basic Energy Sciences; Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche; Energy Frontier Research Centers; U.S. Department of Energy","keywords":"Vacancy defect; Diffusion; Percolation threshold; High entropy alloys; Percolation (cognitive psychology); Materials science; Effective diffusion coefficient; Chemical physics; Alloy; Kinetic Monte Carlo; Kinetic energy; Anomalous diffusion; Molecular dynamics; Monte Carlo method; Thermodynamics; Condensed matter physics; Chemistry; Physics; Computational chemistry; Metallurgy; Electrical resistivity and conductivity","authors":[{"name":"Yuri N. Osetsky","is_ca":false},{"name":"Laurent Karim Béland","is_ca":true},{"name":"A.V. Barashev","is_ca":false},{"name":"Yanwen Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03180091917563326,"gpt":0.3065394531573757,"spread":0.2747385339817425,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008710328,0.0003792014,0.001113211,0.0004900747,0.0005233639,0.002030483,0.001779581,0.002478543,0.001489705],"category_scores_gemma":[0.001180055,0.0002525855,0.0003984272,0.0003256649,0.003968199,0.003572965,0.001200672,0.001575868,0.0005295272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000523779,"about_ca_system_score_gemma":0.0002908302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003065665,"about_ca_topic_score_gemma":0.0001785416,"domain_scores_codex":[0.9997776,0.00002351701,0.00001659309,0.00007870892,0.0000616735,0.00004194655],"domain_scores_gemma":[0.9990853,0.0004977355,0.0001027317,0.00007795574,0.0001627713,0.00007337722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001405592,0.0001459219,0.004117934,0.00543092,0.0002123478,0.003742296,0.00190514,0.01354601,0.329808,0.5047941,0.008291798,0.1265998],"study_design_scores_gemma":[0.0001728321,0.000466761,0.007367048,0.0005078216,0.000205382,0.002130308,0.001416276,0.05619754,0.1354229,0.7106578,0.08518428,0.0002710502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6126791,0.2895657,0.03865209,0.02632662,0.005356535,0.00004855137,0.0003625543,0.0003487176,0.02666013],"genre_scores_gemma":[0.9010916,0.0883759,0.00226202,0.001295494,0.003231138,0.00003675201,0.0001706026,0.00008979945,0.003446734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002478543,"threshold_uncertainty_score":0.004983544,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2902864535","doi":"10.1016/j.cossms.2018.11.005","title":"Recent advances and an industrial perspective of cellulose nanocrystal functionalization through polymer grafting","year":2018,"lang":"en","type":"article","venue":"Current Opinion in Solid State and Materials Science","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":115,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; CelluForce (Canada); University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; European Commission","keywords":"Surface modification; Grafting; Nanocrystal; Cellulose; Materials science; Polymer science; Polymer; Perspective (graphical); Nanotechnology; Chemical engineering; Engineering; Composite material; Computer science; Artificial intelligence","authors":[{"name":"Stephanie A. Kedzior","is_ca":true},{"name":"Justin O. Zoppe","is_ca":false},{"name":"Richard M. Berry","is_ca":true},{"name":"Emily D. Cranston","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08525823174271997,"gpt":0.4003146950166545,"spread":0.3150564632739345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001469013,0.0005318951,0.0004468017,0.0004099628,0.000221869,0.001314024,0.0006282868,0.001297171,0.002331608],"category_scores_gemma":[0.0005799546,0.0001931115,0.0003711531,0.0006897029,0.001058378,0.002152551,0.0004812241,0.001261801,0.00086236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000700652,"about_ca_system_score_gemma":0.0005957712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004492949,"about_ca_topic_score_gemma":0.0007647666,"domain_scores_codex":[0.9997708,0.0000429428,0.00002301875,0.00006344828,0.00005630069,0.0000435136],"domain_scores_gemma":[0.9995448,0.0002382286,0.00005694809,0.00002683069,0.00009142992,0.00004174764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007778651,0.000388912,0.0008850587,0.01028952,0.0001016252,0.0007628889,0.0002736374,0.002356042,0.2817121,0.05233947,0.0158711,0.6342418],"study_design_scores_gemma":[0.00007755327,0.001083013,0.00198285,0.0008221114,0.0001767419,0.001825969,0.0005226259,0.002479254,0.1801227,0.0219425,0.7888855,0.00007923778],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01618146,0.9562952,0.007456552,0.00660469,0.0008782129,0.00001915056,0.00005968798,0.00004005034,0.01246496],"genre_scores_gemma":[0.07557885,0.9103041,0.005701676,0.002079239,0.001600834,0.00003154302,0.0001535465,0.00001884432,0.004531301],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002331608,"threshold_uncertainty_score":0.007800043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2008811037","doi":"10.1016/j.cossms.2013.08.001","title":"Atom Probe Tomography and field evaporation of insulators and semiconductors: Theoretical issues","year":2013,"lang":"en","type":"article","venue":"Current Opinion in Solid State and Materials Science","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Office of Naval Research; Dalhousie University; Labex EMC3","keywords":"Atom probe; Semiconductor; Materials science; Evaporation; Engineering physics; Field (mathematics); Condensed matter physics; Point (geometry); Atom (system on chip); Nanotechnology; Physics; Optoelectronics; Geometry; Thermodynamics","authors":[{"name":"Elena P. Silaeva","is_ca":false},{"name":"Markus Karahka","is_ca":true},{"name":"H. J. Kreuzer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01472127698814065,"gpt":0.3025974208774921,"spread":0.2878761438893515,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001047954,0.0005737219,0.001115824,0.000445291,0.0005875172,0.001223259,0.0024127,0.003507821,0.004130236],"category_scores_gemma":[0.002979834,0.0005030353,0.0004253413,0.0004392687,0.003108222,0.006425033,0.001136375,0.001851776,0.0004942807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155156,"about_ca_system_score_gemma":0.0005074861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253469,"about_ca_topic_score_gemma":0.0008898761,"domain_scores_codex":[0.9997814,0.00006415763,0.00000749452,0.00004356139,0.00007253185,0.00003078866],"domain_scores_gemma":[0.9984747,0.001226453,0.00005148944,0.000101485,0.0001067282,0.00003911164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006804794,0.00005591282,0.0004478261,0.0003641104,0.00002200335,0.0001762938,0.00009351347,0.0266427,0.0055707,0.9428945,0.002568987,0.02109554],"study_design_scores_gemma":[0.00002843895,0.00003402483,0.0008626241,0.00005017468,0.00001067771,0.0002570236,0.00009845429,0.2675977,0.003733394,0.7202618,0.007031418,0.00003446719],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1373519,0.09087408,0.5962725,0.07611381,0.001796473,0.000136181,0.0006254307,0.0004676609,0.09636184],"genre_scores_gemma":[0.8695936,0.04303214,0.06414135,0.002086752,0.00266707,0.0002847401,0.0002933837,0.0001608164,0.01774015],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004130236,"threshold_uncertainty_score":0.01381707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2013161171","doi":"10.1016/j.cossms.2011.09.001","title":"When self-organized In(Ga)As/GaAs quantum dot heterostructures roll up: Emerging devices and applications","year":2011,"lang":"en","type":"article","venue":"Current Opinion in Solid State and Materials Science","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Quantum dot; Heterojunction; Optoelectronics; Nanotechnology; Engineering physics; Physics","authors":[{"name":"Zetian Mi","is_ca":true},{"name":"Pablo Bianucci","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02802232914785465,"gpt":0.2985129841737713,"spread":0.2704906550259167,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001394118,0.000134109,0.0001776999,0.0001856009,0.0002945086,0.001647836,0.0002868505,0.0005572259,0.00301764],"category_scores_gemma":[0.0003704126,0.0001801261,0.0001426839,0.0001368614,0.0003533268,0.0009260662,0.0001901075,0.0002853568,0.0006174434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002725631,"about_ca_system_score_gemma":0.0001296763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005358434,"about_ca_topic_score_gemma":0.001205448,"domain_scores_codex":[0.9999249,0.000007779,0.000003000227,0.00001224609,0.00002768797,0.00002445674],"domain_scores_gemma":[0.9998536,0.00002841002,0.00003139261,0.0000177935,0.00003948209,0.00002936714],"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":[0.0001984942,0.00006027313,0.002444343,0.00007737467,0.00001553224,0.0003216909,0.0002306389,0.0006828506,0.9782794,0.003595994,0.001854631,0.01223878],"study_design_scores_gemma":[0.00005602227,0.000200894,0.02166823,0.0000328278,0.00007651315,0.0002982148,0.002498569,0.02510603,0.9307163,0.006725203,0.01258449,0.00003654255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9919726,0.0009509068,0.001168874,0.0007051947,0.0001723199,0.000008159341,0.00007051574,0.0001560536,0.004795504],"genre_scores_gemma":[0.9973884,0.0002922605,0.0003080354,0.00007264283,0.00003288953,0.000003766657,0.00003507823,0.00001760935,0.001849264],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00301764,"threshold_uncertainty_score":0.010095,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4309441621","doi":"10.1016/j.cossms.2022.101044","title":"On the oxidation of VS2 2D platelets using tip-enhanced Raman spectroscopy","year":2022,"lang":"en","type":"article","venue":"Current Opinion in Solid State and Materials Science","topic":"Electronic and Structural Properties of Oxides","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Raman spectroscopy; Materials science; Spectroscopy; Platelet; Analytical Chemistry (journal); Optics; Environmental chemistry; Chemistry","authors":[{"name":"María Olivia Avilés","is_ca":true},{"name":"Zhiqiang Wang","is_ca":true},{"name":"Tsun‐Kong Sham","is_ca":true},{"name":"François Lagugné‐Labarthet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0458004170341441,"gpt":0.3314961003901178,"spread":0.2856956833559737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002242143,0.0003457028,0.0002467322,0.0002139581,0.0001506496,0.0004911927,0.0006826313,0.0006826284,0.002451319],"category_scores_gemma":[0.0002236048,0.0001628791,0.0003052581,0.0002077478,0.0003489309,0.0005582141,0.0004190421,0.000884072,0.0007172464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001836164,"about_ca_system_score_gemma":0.00006901284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003664517,"about_ca_topic_score_gemma":0.0006955538,"domain_scores_codex":[0.9998136,0.0000220651,0.000005970041,0.00004252884,0.00008710579,0.00002871915],"domain_scores_gemma":[0.9999021,0.00004684033,0.000009028516,0.00001448714,0.00002245294,0.000005122507],"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":[0.00007541123,0.0000250647,0.000107692,0.0003463367,0.00001753533,0.0001830058,0.0001081584,0.0004179798,0.9716724,0.002548029,0.00143085,0.02306762],"study_design_scores_gemma":[0.00001284566,0.0002012348,0.001332022,0.0000413853,0.00002133209,0.0001964473,0.00009701077,0.007216981,0.9696528,0.001560229,0.01964703,0.00002070636],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8740239,0.03626592,0.04325404,0.003620265,0.001694894,0.0001007878,0.0004992065,0.0003402608,0.04020068],"genre_scores_gemma":[0.9520353,0.01828804,0.01178558,0.0008530249,0.000548802,0.00005411336,0.0005549312,0.000163632,0.01571647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002451319,"threshold_uncertainty_score":0.008200526,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}