{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"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":"e966013b151d","filters":{"venue":"Dynamics"}},"results":[{"id":"W3208147999","doi":"10.3390/dynamics1020011","title":"Self-Organised Critical Dynamics as a Key to Fundamental Features of Complexity in Physical, Biological, and Social Networks","year":2021,"lang":"en","type":"article","venue":"Dynamics","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada; Javna Agencija za Raziskovalno Dejavnost RS","keywords":"Complex system; Computer science; Complex network; Self-organization; Physical system; Theoretical computer science; Variety (cybernetics); Critical phenomena; Frustration; Self-organized criticality; Topology (electrical circuits); Statistical physics; Artificial intelligence; Criticality; Mathematics; Physics; Phase transition","authors":[{"name":"Bosiljka Tadić","is_ca":false},{"name":"Roderick Melnik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03121548683443457,"gpt":0.255851387889939,"spread":0.2246359010555044,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000441421,0.0002146514,0.0003430141,0.0009981956,0.0007678022,0.001733162,0.0004663224,0.0006792386,0.001212997],"category_scores_gemma":[0.002391382,0.0002010287,0.0002428767,0.0004269769,0.003608318,0.003352007,0.001092225,0.001077658,0.000103666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008015045,"about_ca_system_score_gemma":0.0003785645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008770562,"about_ca_topic_score_gemma":0.0007922722,"domain_scores_codex":[0.9997502,0.00008519064,0.000008671672,0.00005354901,0.00007051066,0.00003186197],"domain_scores_gemma":[0.9988531,0.0005139727,0.0002482228,0.0001240736,0.0000949446,0.0001656934],"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":[0.00001232908,0.00001045946,0.001086603,0.00008863589,0.00001324829,0.0001456415,0.0006180018,0.008700496,0.002543671,0.9803403,0.001016994,0.005423751],"study_design_scores_gemma":[0.000005059001,0.00001284363,0.001336856,0.00003769861,0.000007770613,0.0001462868,0.0001970957,0.03882728,0.0005361128,0.9549733,0.003904584,0.00001505736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.529972,0.01709711,0.3774073,0.01175185,0.000350417,0.0001332314,0.0003895947,0.0004449422,0.06245361],"genre_scores_gemma":[0.9882998,0.001558643,0.008881212,0.0001333764,0.0001603987,0.00002722974,0.00003533576,0.0000253964,0.0008786633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001733162,"threshold_uncertainty_score":0.005815327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313559906","doi":"10.3390/dynamics3010001","title":"Non-Equilibrium ϕ4 Theory in a Hierarchy: Towards Manipulating Holograms in Quantum Brain Dynamics","year":2023,"lang":"en","type":"article","venue":"Dynamics","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Japan Society for the Promotion of Science; Ministry of Education, Culture, Sports, Science and Technology","keywords":"Hierarchy; Statistical physics; Quantum field theory; Computer science; Quantum; Degrees of freedom (physics and chemistry); Physics; Classical mechanics; Quantum mechanics","authors":[{"name":"Akihiro Nishiyama","is_ca":false},{"name":"Shigenori Tanaka","is_ca":false},{"name":"Jack A. Tuszyński","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03263563419453445,"gpt":0.2844407789286159,"spread":0.2518051447340814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003642692,0.0003411365,0.0004611843,0.0004365164,0.0006544558,0.0009559742,0.001103801,0.0008799558,0.002352813],"category_scores_gemma":[0.00073867,0.0002834012,0.0004847432,0.0002387158,0.001897672,0.001869232,0.001047269,0.001065093,0.0002827847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009696194,"about_ca_system_score_gemma":0.0007510916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001722397,"about_ca_topic_score_gemma":0.001396894,"domain_scores_codex":[0.9998468,0.00004114683,0.000007237893,0.00002033632,0.00005167268,0.00003263875],"domain_scores_gemma":[0.9997601,0.00006754335,0.00003279861,0.00004692426,0.00004048902,0.00005213396],"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":[0.00001516448,0.00002227345,0.0002306191,0.00004162479,0.000007249954,0.00007461679,0.0001897191,0.03489255,0.009508965,0.9521625,0.0003015589,0.002553223],"study_design_scores_gemma":[0.0000161013,0.00004523828,0.000253336,0.00001377729,0.000006579498,0.00005115147,0.00008040413,0.5227808,0.001821913,0.4725859,0.00232591,0.00001872838],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2263447,0.0007335129,0.7357574,0.001314178,0.0001455037,0.00008064591,0.00008357027,0.0003010744,0.03523949],"genre_scores_gemma":[0.8894579,0.0004311443,0.1033564,0.0002314365,0.00005265151,0.00009657182,0.00003922598,0.00007457149,0.006260138],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002352813,"threshold_uncertainty_score":0.007870913,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283077140","doi":"10.3390/dynamics2020010","title":"Quantum Brain Dynamics and Holography","year":2022,"lang":"en","type":"article","venue":"Dynamics","topic":"Photoreceptor and optogenetics research","field":"Neuroscience","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Physics; Holography; Dipole; Quantum; Population; Interference (communication); Photon; Statistical physics; Optics; Computational physics; Quantum mechanics; Computer science","authors":[{"name":"Akihiro Nishiyama","is_ca":false},{"name":"Shigenori Tanaka","is_ca":false},{"name":"Jack A. Tuszyński","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02373991541693178,"gpt":0.2951743519596937,"spread":0.2714344365427619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000152868,0.0001836204,0.0002102771,0.0001867993,0.0003812418,0.0005500842,0.0005738739,0.0005682568,0.002125217],"category_scores_gemma":[0.0005030869,0.0001090174,0.0003110016,0.0001562573,0.001329683,0.001516402,0.0005327127,0.0006143853,0.0002252537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006652463,"about_ca_system_score_gemma":0.0005463252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002167632,"about_ca_topic_score_gemma":0.0009799886,"domain_scores_codex":[0.9999162,0.00002488363,0.000003436086,0.00001232705,0.00002387244,0.00001925705],"domain_scores_gemma":[0.9998722,0.00004798555,0.00002168488,0.00001972257,0.00002040306,0.00001802904],"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":[0.00001101458,0.00001382368,0.0003080215,0.00003237711,0.000006076903,0.00009719726,0.000135325,0.02897532,0.006937528,0.9590434,0.0003866954,0.004053257],"study_design_scores_gemma":[0.00001822953,0.00003475193,0.0006006069,0.00001246339,0.000003600005,0.000156,0.0001074173,0.3556272,0.002115143,0.6373987,0.00390973,0.00001622195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3211714,0.001901537,0.6145551,0.003083521,0.0001804767,0.00006387734,0.0001681283,0.000222913,0.05865308],"genre_scores_gemma":[0.9564556,0.0005514707,0.03732051,0.0002088672,0.00003851335,0.00004907313,0.00004567597,0.00003228722,0.005298031],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002167632,"threshold_uncertainty_score":0.007109523,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408102480","doi":"10.3390/dynamics5010007","title":"Waveguide Quantum Electrodynamics: Tryptophans Entangled with Water as Data Qubits in a Microtubule","year":2025,"lang":"en","type":"article","venue":"Dynamics","topic":"Biofield Effects and Biophysics","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Qubit; Physics; Quantum mechanics; Quantum electrodynamics; Quantum; Waveguide; Quantum optics","authors":[{"name":"Akihiro Nishiyama","is_ca":false},{"name":"Shigenori Tanaka","is_ca":false},{"name":"Jack A. Tuszyński","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006585845870372337,"gpt":0.2687659059428849,"spread":0.2621800600725126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002129535,0.0001393416,0.0001815451,0.0001323271,0.0003818037,0.0004860327,0.0003949538,0.0004728298,0.00074645],"category_scores_gemma":[0.0002959636,0.0001441547,0.0001935846,0.0001392978,0.001036044,0.001303179,0.0004340401,0.0003745208,0.0001083161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003462543,"about_ca_system_score_gemma":0.0003095407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005330891,"about_ca_topic_score_gemma":0.0005565024,"domain_scores_codex":[0.9999448,0.00001745597,0.000002700201,0.00001051105,0.00001477734,0.00000965559],"domain_scores_gemma":[0.9999231,0.00002799222,0.00001273698,0.00001325455,0.00001005371,0.00001287253],"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":[0.0001054599,0.00005915954,0.001480953,0.00007245974,0.00002154647,0.0004516239,0.0004290765,0.0466415,0.1627841,0.780513,0.0004668959,0.006974067],"study_design_scores_gemma":[0.00004948201,0.0001783245,0.00143721,0.00002864307,0.00001931235,0.0002894509,0.000364482,0.749339,0.03841048,0.2033846,0.006443032,0.00005595102],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6553839,0.000800647,0.3350381,0.0007866537,0.00009703214,0.00004337837,0.00006776714,0.00006098173,0.007721575],"genre_scores_gemma":[0.9686701,0.0003680524,0.02698898,0.0001009071,0.000015486,0.00003602024,0.00001745633,0.00001715449,0.003785657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00074645,"threshold_uncertainty_score":0.002512276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406333277","doi":"10.3390/dynamics5010002","title":"Mixed Bioconvection Flow Around a Vertical Thin Needle with Variable Surface Fluxes","year":2025,"lang":"en","type":"article","venue":"Dynamics","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechanics; Flow (mathematics); Variable (mathematics); Surface (topology); Geology; Environmental science; Geometry; Mathematics; Physics; Mathematical analysis","authors":[{"name":"Nayema Islam Nima","is_ca":false},{"name":"Mohammed Abdul Hannan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005754243358580259,"gpt":0.1889962814583162,"spread":0.1832420380997359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001646927,0.0003406214,0.0002774648,0.0002261558,0.0001492388,0.0004513575,0.000242875,0.0004044632,0.0003115132],"category_scores_gemma":[0.0003443168,0.0001200076,0.0002833655,0.000186309,0.0003262143,0.0003373099,0.000260918,0.0001999543,0.00008475518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004002191,"about_ca_system_score_gemma":0.0003085427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001981651,"about_ca_topic_score_gemma":0.001255211,"domain_scores_codex":[0.9998966,0.0000110701,0.00000647168,0.00002666488,0.00003548169,0.00002368186],"domain_scores_gemma":[0.9998482,0.0000420519,0.00005436878,0.000009515787,0.00002753841,0.00001827675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009449133,0.00004250091,0.001949786,0.00007935386,0.00001085455,0.0001741706,0.00003689062,0.02982335,0.9602909,0.002044012,0.00005877041,0.005394948],"study_design_scores_gemma":[0.00004069557,0.0004277537,0.003678051,0.00001417219,0.00002050415,0.0002234532,0.00005866245,0.6598391,0.3336208,0.0007653284,0.001288879,0.00002258815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547889,0.0006624166,0.04300752,0.00005752632,0.00003855503,0.00002191031,0.00005223554,0.00008918973,0.001281868],"genre_scores_gemma":[0.987777,0.0002106783,0.01132075,0.00001462818,0.000008118108,0.00001294019,0.00004957195,0.00000596369,0.0006003818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001981651,"threshold_uncertainty_score":0.003940284,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366179283","doi":"10.3390/dynamics3020013","title":"Uncovering the Origins of Instability in Dynamical Systems: How Can the Attention Mechanism Help?","year":2023,"lang":"en","type":"article","venue":"Dynamics","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Mechanism (biology); Computer science; Stability (learning theory); Instability; Topology (electrical circuits); Synchronization (alternating current); Perspective (graphical); Complex network; Space (punctuation); Network topology; Artificial intelligence; Physics; Channel (broadcasting); Mathematics; Machine learning","authors":[{"name":"Nooshin Bahador","is_ca":true},{"name":"Milad Lankarany","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01381080350179234,"gpt":0.2305614418928819,"spread":0.2167506383910895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001644407,0.000557137,0.000800079,0.001068037,0.0006711646,0.001558903,0.001072806,0.001789622,0.001478285],"category_scores_gemma":[0.01065771,0.00041887,0.0006496905,0.0004554809,0.00235696,0.006192743,0.001674275,0.001246925,0.0002075895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007057626,"about_ca_system_score_gemma":0.0006586391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002291509,"about_ca_topic_score_gemma":0.001022175,"domain_scores_codex":[0.9994978,0.0001968648,0.00002142736,0.0001166796,0.00009879944,0.00006849069],"domain_scores_gemma":[0.9967843,0.002026042,0.0005173073,0.0002355396,0.0002738934,0.0001629902],"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":[0.0005919192,0.0003458774,0.05177882,0.001827252,0.0005800023,0.002184959,0.004919262,0.1248928,0.04412913,0.3853509,0.006253439,0.3771456],"study_design_scores_gemma":[0.00004342703,0.0001843327,0.01331884,0.000209491,0.0001187708,0.0003823178,0.000883096,0.5650853,0.005314081,0.4103536,0.00400952,0.00009725805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5418742,0.02233997,0.3884409,0.02788231,0.0005441371,0.0001054742,0.0001299874,0.0005504597,0.01813253],"genre_scores_gemma":[0.9756647,0.004020657,0.01829419,0.0005621494,0.000311503,0.00003532059,0.00002645678,0.00002990726,0.001055168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002291509,"threshold_uncertainty_score":0.008696556,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388570126","doi":"10.3390/dynamics3040041","title":"Robust Global Trends during Pandemics: Analysing the Interplay of Biological and Social Processes","year":2023,"lang":"en","type":"article","venue":"Dynamics","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada; Agencia Estatal de Investigación; Basque Center for Applied Mathematics; Javna Agencija za Raziskovalno Dejavnost RS; Institute of Physics Belgrade","keywords":"Pandemic; Case fatality rate; Geography; Econometrics; Preparedness; Complex network; Cluster analysis; Population; Computer science; Statistics; Economic geography; Data science; Demography; Coronavirus disease 2019 (COVID-19); Medicine; Infectious disease (medical specialty); Mathematics; Economics; Sociology; Disease","authors":[{"name":"Marija Mitrović Dankulov","is_ca":false},{"name":"Bosiljka Tadić","is_ca":false},{"name":"Roderick Melnik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04409732118596954,"gpt":0.2476965058337367,"spread":0.2035991846477672,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001236977,0.0004309195,0.0003738879,0.00194879,0.0003102577,0.0009044459,0.0003690025,0.000557271,0.0007560112],"category_scores_gemma":[0.005426459,0.0001849861,0.000540557,0.001360474,0.0005944949,0.001211844,0.0008046688,0.0005901544,0.0001156464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004426744,"about_ca_system_score_gemma":0.0003233403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004734666,"about_ca_topic_score_gemma":0.002579006,"domain_scores_codex":[0.9996996,0.0001217303,0.00001666245,0.00007815266,0.00004377663,0.00004012957],"domain_scores_gemma":[0.9981614,0.000877987,0.00054418,0.0001635694,0.0001579746,0.00009490609],"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":[0.00020933,0.0001224689,0.2791437,0.0003698175,0.0005721687,0.0008131517,0.002045021,0.5769097,0.01064493,0.04196629,0.002790301,0.08441322],"study_design_scores_gemma":[0.000009445739,0.00006059463,0.1309036,0.00003739419,0.00005270003,0.0001568483,0.0007106659,0.833012,0.000996862,0.03206735,0.001948877,0.00004361168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8846081,0.0007639085,0.1101539,0.0007334616,0.00004994057,0.00005424229,0.000822501,0.0002012849,0.002612666],"genre_scores_gemma":[0.9911256,0.0001898589,0.008019684,0.00002908215,0.00002903853,0.00002412455,0.0003262818,0.00002872881,0.0002275814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004734666,"threshold_uncertainty_score":0.009414196,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405757437","doi":"10.3390/dynamics4040046","title":"Derivation of an Analytical Solution of a Forced Cantilevered Tube Conveying Fluid","year":2024,"lang":"en","type":"article","venue":"Dynamics","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tube (container); Cantilever; Mechanics; Materials science; Physics; Structural engineering; Mechanical engineering; Engineering","authors":[{"name":"Moussa Tembely","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01021932474800877,"gpt":0.2348845736457202,"spread":0.2246652488977114,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004853605,0.0006994438,0.0006171692,0.0006658686,0.0005143743,0.0006333269,0.0009823275,0.001500881,0.00565032],"category_scores_gemma":[0.001399556,0.0003835716,0.0007883778,0.0003472349,0.000642383,0.0008342337,0.0007816376,0.001024524,0.00168092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004383624,"about_ca_system_score_gemma":0.001477604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684554,"about_ca_topic_score_gemma":0.001757146,"domain_scores_codex":[0.999797,0.00002941481,0.00001107005,0.00003176213,0.0001141071,0.00001660322],"domain_scores_gemma":[0.9997185,0.00008753809,0.00002186548,0.00002042581,0.0001363883,0.00001535746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004947203,0.0001365516,0.0005872504,0.0008431885,0.00005268506,0.001924084,0.0007524465,0.4081298,0.145236,0.3281861,0.004957093,0.1091455],"study_design_scores_gemma":[0.00001714703,0.00007070966,0.000179888,0.00006999866,0.00001262434,0.0003666175,0.00009577022,0.9585248,0.008406612,0.01802354,0.01420252,0.00002979679],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006460182,0.0003111477,0.9836249,0.0001927961,0.0001859396,0.00008446824,0.00007398029,0.0001808681,0.00888564],"genre_scores_gemma":[0.3121051,0.001806195,0.6452246,0.0004627867,0.0002008285,0.0005083003,0.0001933864,0.0002560364,0.03924276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00565032,"threshold_uncertainty_score":0.01890218,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}