{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"0867aba36d03","filters":{"venue":"Advances in applied mechanics"}},"results":[{"id":"W4234274421","doi":"10.1016/s0065-2156(02)39001-x","title":"Vortex Crystals","year":2003,"lang":"en","type":"book-chapter","venue":"Advances in applied mechanics","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":160,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Vortex; Parallelogram; Perpendicular; Physics; Plane (geometry); Classical mechanics; Motion (physics); Mathematics; Geometry; Mechanics","authors":[{"name":"Hassan Aref","is_ca":false},{"name":"Paul K. Newton","is_ca":false},{"name":"Mark A. Stremler","is_ca":false},{"name":"Tadashi Tokieda","is_ca":true},{"name":"Dmitri Vainchtein","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01120559021152681,"gpt":0.2608956616843064,"spread":0.2496900714727796,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002252639,0.0003146094,0.0003791179,0.0001325929,0.00007931412,0.00007570579,0.0003153259,0.0001115082,0.002822156],"category_scores_gemma":[0.000004768869,0.0003043443,0.0001137126,0.00006905106,0.00006248364,0.0001436783,0.0001043574,0.0003823732,0.0002516677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004773566,"about_ca_system_score_gemma":0.00009459335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003241338,"about_ca_topic_score_gemma":0.00001234338,"domain_scores_codex":[0.9982865,0.000007776645,0.0003328728,0.0005391332,0.0004172493,0.000416432],"domain_scores_gemma":[0.9991378,0.00005462233,0.000169575,0.0004863534,0.00003462958,0.0001170095],"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":[0.00001460833,0.00001881308,0.000002698336,0.00002105544,0.00001635388,0.000003525276,0.00002077937,0.00004774927,0.0001028168,0.9789368,0.0008928928,0.01992194],"study_design_scores_gemma":[0.0001550367,0.000009659,6.446953e-8,0.00002589086,0.000006011343,1.881574e-7,0.00006375775,0.00001734782,0.0004318597,0.5541532,0.4449516,0.0001853778],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006900108,0.00145669,0.02670976,0.00001536318,0.0004394767,0.000396014,0.0001227122,0.00002186626,0.9708312],"genre_scores_gemma":[0.04860146,0.001960768,0.005872106,0.000301826,0.0006273138,0.0002662779,0.0004748323,0.0002065379,0.9416889],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4440587,"threshold_uncertainty_score":0.9999409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W35985174","doi":"10.1016/b978-0-12-396522-6.00001-3","title":"Continuum Theory for the Edge of an Open Lipid Bilayer","year":2013,"lang":"en","type":"book-chapter","venue":"Advances in applied mechanics","topic":"Force Microscopy Techniques and Applications","field":"Physics and Astronomy","cited_by":30,"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":"Enhanced Data Rates for GSM Evolution; Lipid bilayer; Physics; Materials science; Computer science; Chemistry; Artificial intelligence; Membrane","authors":[{"name":"Aisa Biria","is_ca":true},{"name":"Mohsen Maleki","is_ca":true},{"name":"Eliot Fried","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0127661850929003,"gpt":0.2925154862000026,"spread":0.2797493011071023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003066221,0.0002867789,0.0004237928,0.00004692462,0.0001052874,0.00005074981,0.001077607,0.0001357767,0.0007304535],"category_scores_gemma":[0.000001587874,0.0002167022,0.00009691281,0.00003850595,0.0000666788,0.0001185594,0.0002822185,0.0002676392,0.00002613162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002242085,"about_ca_system_score_gemma":0.00005036359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001560931,"about_ca_topic_score_gemma":0.00002033686,"domain_scores_codex":[0.9988811,0.000006881077,0.000405502,0.0003898991,0.00009327979,0.0002233199],"domain_scores_gemma":[0.9985623,0.0001850785,0.0004032566,0.0007415937,0.00006568087,0.00004212006],"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":[0.0000271223,0.00003611411,1.500757e-7,0.0000190561,0.00002337968,2.451715e-8,0.00002902731,0.00001226269,0.001861473,0.8770663,0.0006098265,0.1203152],"study_design_scores_gemma":[0.0001771197,0.00003981407,5.276809e-8,0.00003585779,0.00002983194,8.026598e-8,0.0000577342,0.0001390246,0.009484434,0.5391432,0.4507422,0.0001506714],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008301708,0.0005217984,0.3937966,0.00003413447,0.0001582362,0.003798641,0.0003436478,0.00003394887,0.6013047],"genre_scores_gemma":[0.1086573,0.00268326,0.2689279,0.001064123,0.002642992,0.01978516,0.001764175,0.000928855,0.5935462],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4501324,"threshold_uncertainty_score":0.883686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402401651","doi":"10.1016/bs.aams.2024.08.006","title":"On the accuracy and efficiency of reduced order models: Towards real-world applications","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in applied mechanics","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"European Research Council; CANDU Owners Group; European Commission; Istituto Nazionale di Alta Matematica \"Francesco Severi\"","keywords":"Order (exchange); Mathematics; Applied mathematics; Econometrics; Economics","authors":[{"name":"Pierfrancesco Siena","is_ca":false},{"name":"Pasquale Claudio Africa","is_ca":false},{"name":"Michele Girfoglio","is_ca":false},{"name":"Gianluigi Rozza","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02098605876294649,"gpt":0.2783615384347439,"spread":0.2573754796717974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001278799,0.0002950678,0.0003269698,0.0001307253,0.00007543984,0.00002379174,0.0002419256,0.00009182877,0.000200048],"category_scores_gemma":[0.000001672958,0.0002207957,0.00007767088,0.0001648349,0.00005886476,0.00005464475,0.0001113186,0.0005562414,0.00001927299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003117931,"about_ca_system_score_gemma":0.00005925136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001052304,"about_ca_topic_score_gemma":0.00000949428,"domain_scores_codex":[0.99875,0.000006863708,0.0003765769,0.0004658816,0.0002130984,0.000187526],"domain_scores_gemma":[0.9990937,0.0001669236,0.0002187473,0.0004294037,0.00004199494,0.00004922929],"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":[0.00001648676,0.00002271928,2.0023e-8,0.00003279854,0.00001844547,1.954366e-7,0.00004099287,0.005290569,0.00005921851,0.9084312,0.00009068209,0.08599672],"study_design_scores_gemma":[0.0001082297,0.00001741719,1.707977e-8,0.0001151159,0.00003629804,2.67157e-7,0.00004793232,0.02216917,0.0004321554,0.9104785,0.06639743,0.0001974061],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00002992904,0.001047467,0.06265119,0.0001522205,0.0002145769,0.0009329542,0.00005888928,0.00003814801,0.9348747],"genre_scores_gemma":[0.8350751,0.01283857,0.002400745,0.0002590296,0.0008280124,0.001243051,0.0001625821,0.0002313287,0.1469615],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8350452,"threshold_uncertainty_score":0.9003788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399654550","doi":"10.1016/bs.aams.2024.03.003","title":"An anisotropic mesh adaptation method based on gradient recovery and optimal shape elements","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in applied mechanics","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Moncton","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Anisotropy; Adaptation (eye); Mathematics; Applied mathematics; Computer science; Mathematical optimization; Mathematical analysis; Physics; Optics","authors":[{"name":"A. Fortin","is_ca":false},{"name":"Thomas Briffard","is_ca":false},{"name":"Ludovic Plasman","is_ca":false},{"name":"Sophie Léger","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01916561974417436,"gpt":0.2972055779404021,"spread":0.2780399581962277,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003083739,0.0005106021,0.0005346671,0.0003113417,0.00004291138,0.00003910311,0.0002118497,0.0002497516,0.00005659276],"category_scores_gemma":[0.00002978443,0.0005501916,0.00006963294,0.0001099581,0.0000219142,0.0001370845,0.00005231685,0.000595574,0.00002920606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003018085,"about_ca_system_score_gemma":0.00002233674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.534765e-7,"about_ca_topic_score_gemma":0.000002293543,"domain_scores_codex":[0.9980616,0.00002075042,0.0006039822,0.0006144263,0.000409087,0.0002901391],"domain_scores_gemma":[0.9987676,0.0005891941,0.0001528945,0.0003513919,0.00003116397,0.0001077423],"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":[0.00002116363,0.0000115737,1.948212e-8,0.0002044476,0.00001530588,0.000006755136,0.00002702248,0.4145785,0.00004179673,0.4039281,0.000002886564,0.1811624],"study_design_scores_gemma":[0.0001533556,0.0001325083,6.061712e-8,0.000170398,0.00003152686,0.000001816156,0.00002156321,0.5284562,0.00007890422,0.4623348,0.008344244,0.0002747101],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000008482328,0.001165477,0.9528893,0.000008528474,0.0006919316,0.0005520498,0.00006051806,0.0002983104,0.0443254],"genre_scores_gemma":[0.00130085,0.001704579,0.9957269,0.0001181993,0.0001170099,0.0001261107,0.00007943573,0.0002134882,0.0006134703],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1808877,"threshold_uncertainty_score":0.9996949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}