{"meta":{"query_hash":"c4ddac25ebd7","filters":{"venue":"International Journal of Modern Physics C"},"cohort_total":76,"direct_labels_cover":0,"predictions_cover":76,"exported":76,"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/c4ddac25ebd7","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Modern+Physics+C"},"results":[{"id":"W1701411254","doi":"10.1142/s0129183116500339","title":"Renormalized multicanonical sampling","year":2015,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":6,"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 Waterloo","funders":"","keywords":"Sequence (biology); Statistical physics; Sampling (signal processing); State (computer science); Homogeneous; Point (geometry); Computer science; Algorithm; Mathematics; Physics; Chemistry; Geometry","score_opus":0.04170623786701846,"score_gpt":0.32030705738378634,"score_spread":0.2786008195167679,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1701411254","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.121587895,0.00029108673,0.85472107,0.00034889393,0.0001845625,0.00019248395,0.0001668632,0.0011967358,0.021310382],"genre_scores_gemma":[0.7016392,0.00012216571,0.29089108,0.00026081596,0.000111511734,0.0003952671,0.00030443445,0.00041734494,0.0058581834],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989347,0.00042911264,0.000034825414,0.00018104175,0.00029769196,0.00012266205],"domain_scores_gemma":[0.997656,0.0008661099,0.00008375872,0.0009012781,0.00037093504,0.000121918674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018316427,0.00052922394,0.0010514045,0.0008582645,0.00090203783,0.0009721197,0.0018930672,0.0009463234,0.0058829146],"category_scores_gemma":[0.0072419317,0.0004102329,0.00077858334,0.0006057347,0.0012938977,0.0016915357,0.001732095,0.0011643914,0.0006496806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065263535,0.00020381207,0.0019336892,0.0002528939,0.000100702426,0.00035748188,0.00032572466,0.28085274,0.011750371,0.6298385,0.003588944,0.07014256],"study_design_scores_gemma":[0.00002824538,0.000028067912,0.00016835738,0.000009032054,0.000007150961,0.000034784614,0.000015198287,0.9333435,0.0012854896,0.06406727,0.0010000815,0.000012729722],"about_ca_topic_score_codex":0.002919229,"about_ca_topic_score_gemma":0.0040021194,"teacher_disagreement_score":0.0058829146,"about_ca_system_score_codex":0.001084028,"about_ca_system_score_gemma":0.0011516897,"threshold_uncertainty_score":0.019680321},"labels":[],"label_agreement":null},{"id":"W1900368021","doi":"10.1142/s0129183116500418","title":"Accelerated rare event sampling","year":2015,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":7,"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 Waterloo","funders":"","keywords":"Monte Carlo method; Statistical physics; Importance sampling; Rare events; Sampling (signal processing); Range (aeronautics); Rejection sampling; Event (particle physics); Stochastic matrix; Coding (social sciences); Computer science; Algorithm; Mathematics; Statistics; Hybrid Monte Carlo; Markov chain Monte Carlo; Physics; Materials science; Quantum mechanics","score_opus":0.05365545213128799,"score_gpt":0.3231166665000327,"score_spread":0.2694612143687447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1900368021","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005299257,0.00005143937,0.992413,0.00004494025,0.000037218604,0.0000929404,0.00010151878,0.0007617751,0.0011979623],"genre_scores_gemma":[0.18907683,0.00016138084,0.80483663,0.0001260845,0.000107150314,0.0005940316,0.0006953568,0.00049894885,0.0039035212],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983529,0.00079889735,0.000052626652,0.00019952767,0.0004955554,0.000100529374],"domain_scores_gemma":[0.99401206,0.0036240995,0.00023708961,0.0011317128,0.0007768663,0.0002181499],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025671623,0.00062896655,0.000978502,0.0010465522,0.0006993755,0.0011560214,0.0021279561,0.0008493844,0.0076610376],"category_scores_gemma":[0.0138470745,0.00041132604,0.00080820225,0.0008028192,0.0007582588,0.0010833076,0.001679877,0.0017356905,0.0017510375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005977565,0.00018798107,0.0026772043,0.00020670937,0.0001248919,0.00053621654,0.00022441064,0.38028827,0.01020345,0.44440588,0.0070749028,0.15347241],"study_design_scores_gemma":[0.000049739756,0.000033952027,0.00018537858,0.000012754991,0.000011573218,0.00012604955,0.000009429332,0.9476705,0.002437534,0.0467211,0.0027228873,0.000019129804],"about_ca_topic_score_codex":0.0021439674,"about_ca_topic_score_gemma":0.0026417347,"teacher_disagreement_score":0.0076610376,"about_ca_system_score_codex":0.0005769317,"about_ca_system_score_gemma":0.0016790152,"threshold_uncertainty_score":0.025628746},"labels":[],"label_agreement":null},{"id":"W1965756130","doi":"10.1142/s0129183106010029","title":"MOTION REPRESENTATION OF ONE-DIMENSIONAL CELLULAR AUTOMATON RULES","year":2006,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Cellular Automata and Applications","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Representation (politics); Cellular automaton; Motion (physics); Elementary cellular automaton; Block cellular automaton; Construct (python library); Continuous automaton; Theoretical computer science; Büchi automaton; Asynchronous cellular automaton; Stochastic cellular automaton; Term (time); Mathematics; Expression (computer science); Computer science; Current (fluid); Reversible cellular automaton; Deterministic automaton; Automaton; Algorithm; Mobile automaton; Artificial intelligence; Automata theory; Physics; Programming language","score_opus":0.017774880759917674,"score_gpt":0.26121217692866394,"score_spread":0.24343729616874626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965756130","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05351372,0.00036732186,0.918834,0.00033591647,0.00023371012,0.000081059115,0.00021925279,0.00047714022,0.025937866],"genre_scores_gemma":[0.6998291,0.0005988826,0.27983797,0.00026570962,0.00013949984,0.0003142095,0.0005459786,0.00021156437,0.018257087],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996966,0.00005482886,0.00003603636,0.00007456668,0.00010298419,0.000035110083],"domain_scores_gemma":[0.9996536,0.00007490471,0.00004706257,0.00010356941,0.00009310643,0.000027794338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031197479,0.00027089388,0.00042797727,0.0005169269,0.0004556285,0.0012365392,0.0010534904,0.0006656608,0.0041063377],"category_scores_gemma":[0.001053051,0.00016843354,0.00056514883,0.0003625315,0.0010650464,0.0013729217,0.00067895063,0.0007237535,0.0006355246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015824318,0.000011541128,0.00014346087,0.00005121142,0.00000560435,0.00010105648,0.0001360791,0.03455831,0.005955971,0.94249564,0.00062474795,0.01590057],"study_design_scores_gemma":[0.000028213963,0.000042144173,0.0001601445,0.000032919845,0.000012628418,0.00015342877,0.00005882157,0.40761772,0.0045883437,0.56915784,0.0181184,0.000029363966],"about_ca_topic_score_codex":0.0011197051,"about_ca_topic_score_gemma":0.0008162965,"teacher_disagreement_score":0.0041063377,"about_ca_system_score_codex":0.00050154154,"about_ca_system_score_gemma":0.00046697826,"threshold_uncertainty_score":0.0137370825},"labels":[],"label_agreement":null},{"id":"W1972125480","doi":"10.1142/s0129183103004474","title":"NEW JACOBI ELLIPTIC FUNCTION SOLUTIONS OF (2 +1)-DIMENSIONAL COMPLEX NONLINEAR INTEGRABLE SYSTEM","year":2003,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":1,"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 British Columbia","funders":"","keywords":"Integrable system; Elliptic function; Jacobian matrix and determinant; Jacobi elliptic functions; Nonlinear system; Quarter period; Mathematics; Elliptic integral; Computation; Theta function; Elliptic rational functions; Applied mathematics; Symbolic computation; Mathematical analysis; Pure mathematics; Algebra over a field; Elliptic curve; Algorithm; Physics","score_opus":0.02530282048059117,"score_gpt":0.26232628554274,"score_spread":0.23702346506214883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972125480","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86203605,0.0009419461,0.111574836,0.0007734491,0.00017132353,0.00004531161,0.00011177084,0.00017269359,0.024172701],"genre_scores_gemma":[0.95979947,0.00045024484,0.02900493,0.00007942111,0.00008089345,0.000052496296,0.00012821871,0.000029748056,0.010374541],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99991524,0.000018628487,0.000008144892,0.00001131816,0.000030124767,0.000016536758],"domain_scores_gemma":[0.9998852,0.000018251958,0.000023271079,0.00001732744,0.00003586965,0.000020106509],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020807842,0.00027053436,0.0002831468,0.00079495274,0.00058462203,0.00063874567,0.0003907383,0.0006051842,0.0021195647],"category_scores_gemma":[0.00059352285,0.00017138434,0.00033055493,0.0003211823,0.00059997686,0.0009273487,0.00053980167,0.0005173676,0.00020629479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019482043,0.00009794197,0.003188135,0.00025701686,0.000046728193,0.0019195549,0.0011944184,0.04221211,0.058379717,0.82827604,0.0038784654,0.060355064],"study_design_scores_gemma":[0.00012542086,0.00011675323,0.0038561618,0.00006887659,0.000032819422,0.002332266,0.00056350295,0.5258353,0.014685803,0.44036704,0.011908401,0.00010764924],"about_ca_topic_score_codex":0.00022319835,"about_ca_topic_score_gemma":0.00024960967,"teacher_disagreement_score":0.0021195647,"about_ca_system_score_codex":0.00030896897,"about_ca_system_score_gemma":0.00027271567,"threshold_uncertainty_score":0.0070906878},"labels":[],"label_agreement":null},{"id":"W1976189102","doi":"10.1142/s0129183100000821","title":"TESTING A HYPOTHESIS FOR THE EVOLUTION OF SEX","year":2000,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Computer science; Econometrics; Statistical physics; Mathematics; Physics","score_opus":0.017081387438200337,"score_gpt":0.26007751930189904,"score_spread":0.2429961318636987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976189102","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97669524,0.000109003515,0.0156169245,0.0018626904,0.000118435775,0.000020267036,0.00014339999,0.00010983634,0.005324119],"genre_scores_gemma":[0.99642974,0.000044358625,0.0026908899,0.00026647176,0.00003938143,0.000018345041,0.00010546799,0.000015658547,0.00038960893],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986526,0.0005961426,0.00006118335,0.00031471392,0.00028607683,0.00008925708],"domain_scores_gemma":[0.9769265,0.019357828,0.0010215162,0.0014068565,0.0006960629,0.0005912986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030586498,0.0003286178,0.0003685443,0.00056920515,0.00062547665,0.001193986,0.0015700348,0.0017945204,0.00769734],"category_scores_gemma":[0.027652374,0.00018280637,0.00062942767,0.00044397157,0.0022882812,0.001723562,0.00097481394,0.001103763,0.00043677678],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031606094,0.0009956863,0.2847966,0.00058483466,0.0013293478,0.003183854,0.0017787316,0.14107387,0.03179563,0.46373677,0.004824695,0.0627394],"study_design_scores_gemma":[0.000808314,0.0014632558,0.034644872,0.00007089531,0.00022456047,0.0010675588,0.0011092558,0.65548575,0.011755853,0.29062033,0.002661785,0.00008752132],"about_ca_topic_score_codex":0.00041613038,"about_ca_topic_score_gemma":0.00016749583,"teacher_disagreement_score":0.00769734,"about_ca_system_score_codex":0.00039261737,"about_ca_system_score_gemma":0.0004822035,"threshold_uncertainty_score":0.02575016},"labels":[],"label_agreement":null},{"id":"W1977304706","doi":"10.1142/s0129183109014345","title":"HEAVY-TAILED DISTRIBUTIONS IN FATAL TRAFFIC ACCIDENTS: ROLE OF HUMAN ACTIVITIES","year":2009,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":1,"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":"Observable; Simple (philosophy); Stochastic process; Mathematical model; Probability distribution; Plane (geometry); Statistical model; Rare events","score_opus":0.010404881610042093,"score_gpt":0.28684694014087037,"score_spread":0.27644205853082826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977304706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9740234,0.00053740654,0.022718819,0.00028923413,0.000018999152,0.000029414707,0.0006968878,0.00010778226,0.0015779245],"genre_scores_gemma":[0.9988581,0.00011631306,0.000519215,0.000015571213,0.000021217766,0.000007880586,0.00026703256,0.00000872521,0.00018598442],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9991732,0.0003090113,0.000058001842,0.00018848076,0.00013539854,0.0001358305],"domain_scores_gemma":[0.9590355,0.026513917,0.008376906,0.0033231836,0.0015429411,0.0012075646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031156156,0.0003751173,0.00058404147,0.0020129115,0.00047468182,0.0012604112,0.0007978954,0.000890485,0.00402978],"category_scores_gemma":[0.028309964,0.00021679403,0.00050609343,0.0022421286,0.0020300054,0.0014725148,0.001141359,0.000941883,0.00043392653],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007924395,0.00027477017,0.82364666,0.00022668162,0.00027822112,0.001692961,0.0023048061,0.0842129,0.004173735,0.045323208,0.0022541436,0.034819394],"study_design_scores_gemma":[0.000038453567,0.00028559018,0.7134288,0.00008961441,0.00011461376,0.001986079,0.0015980107,0.18208286,0.0020151008,0.09596765,0.0022369614,0.00015614966],"about_ca_topic_score_codex":0.0027847108,"about_ca_topic_score_gemma":0.001816376,"teacher_disagreement_score":0.00402978,"about_ca_system_score_codex":0.0005479024,"about_ca_system_score_gemma":0.00040868914,"threshold_uncertainty_score":0.016477108},"labels":[],"label_agreement":null},{"id":"W1977756187","doi":"10.1142/s0129183111016762","title":"A PHENOMENOLOGICAL MONTE CARLO SIMULATION OF A TWO-STEP DIMER/MONOMER SURFACE REACTION","year":2011,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Surface and Thin Film Phenomena","field":"Physics and Astronomy","cited_by":2,"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 Alberta","funders":"","keywords":"Dimer; Adsorption; Monte Carlo method; Surface (topology); Thermodynamics; Context (archaeology); Molecule; Materials science; Monomer; Statistical physics; Chemical physics; Physical chemistry; Chemistry; Physics; Mathematics; Polymer; Geometry; Organic chemistry","score_opus":0.04629247436169876,"score_gpt":0.28720782590003036,"score_spread":0.2409153515383316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977756187","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7148777,0.00059801963,0.24751015,0.0014508108,0.00021741337,0.00020508257,0.00057101727,0.00036424436,0.03420561],"genre_scores_gemma":[0.96792465,0.00017249295,0.024708591,0.00017308583,0.000033548717,0.00020221855,0.00019556154,0.00004097356,0.006548833],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99979395,0.00006705963,0.000008401649,0.000033893477,0.00005235815,0.000044484714],"domain_scores_gemma":[0.99915695,0.00052586803,0.000054298504,0.00006503969,0.00010617553,0.000091752154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005978819,0.00031107428,0.000704053,0.00042933633,0.0008553356,0.0009453821,0.0010487171,0.0018732053,0.0039982554],"category_scores_gemma":[0.0015321084,0.0004732255,0.0006929467,0.0005248792,0.0011916801,0.0007424835,0.0006156379,0.0010043436,0.00028668594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000075261836,0.000060880287,0.0009941601,0.00002644997,0.000016998756,0.00011055623,0.000056861187,0.9720891,0.0013724342,0.023736056,0.0003007475,0.001160397],"study_design_scores_gemma":[0.000015964019,0.000011033997,0.00009239305,0.0000017892933,0.000002676785,0.0000089927435,0.0000073821625,0.9978532,0.0001499487,0.0016625738,0.00018933971,0.000004620855],"about_ca_topic_score_codex":0.01164127,"about_ca_topic_score_gemma":0.0054423898,"teacher_disagreement_score":0.01164127,"about_ca_system_score_codex":0.0010344436,"about_ca_system_score_gemma":0.0010273458,"threshold_uncertainty_score":0.023146987},"labels":[],"label_agreement":null},{"id":"W1978307855","doi":"10.1142/s0129183104005760","title":"EXTENDED TANH-METHODS AND SOLITONIC SOLUTIONS OF THE GENERAL SHALLOW WATER WAVE MODELS","year":2004,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of British Columbia; Catholic University of Daegu","keywords":"Waves and shallow water; Hyperbolic function; Mathematics; Applied mathematics; Mathematical analysis; Traveling wave; Statistical physics; Physics; Thermodynamics","score_opus":0.03349428104853672,"score_gpt":0.3263572552312764,"score_spread":0.29286297418273965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978307855","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05250696,0.001686088,0.93882185,0.00027781082,0.00019463878,0.000036846428,0.00004190454,0.00011822722,0.0063157156],"genre_scores_gemma":[0.56294054,0.0038547579,0.39784917,0.00022725716,0.00026359173,0.0002777062,0.00014385692,0.00024136735,0.034201782],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998621,0.00007719962,0.000008240062,0.000011804234,0.000026374462,0.000014290631],"domain_scores_gemma":[0.99971884,0.000108122986,0.000032490363,0.000030959683,0.00008325477,0.00002622157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063840364,0.0009802533,0.00050337135,0.0007465898,0.00027351608,0.00045960525,0.0008855293,0.00061663,0.0022174981],"category_scores_gemma":[0.0014742597,0.00024858062,0.0006387408,0.00052076887,0.00065400754,0.001216993,0.0007903056,0.0008629991,0.0003677352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000756858,0.000087545326,0.0012889412,0.00038765272,0.000100273806,0.00033727917,0.00041145715,0.19771735,0.010800822,0.6984764,0.0019692683,0.08834735],"study_design_scores_gemma":[0.000014181558,0.000035613895,0.00021021129,0.000016331498,0.000013234129,0.000079280464,0.00004218109,0.9169958,0.0009197567,0.07902485,0.0026270337,0.000021652524],"about_ca_topic_score_codex":0.0015010065,"about_ca_topic_score_gemma":0.0015947942,"teacher_disagreement_score":0.0022174981,"about_ca_system_score_codex":0.0002887991,"about_ca_system_score_gemma":0.00049380196,"threshold_uncertainty_score":0.007418275},"labels":[],"label_agreement":null},{"id":"W1981782234","doi":"10.1142/s0129183103004383","title":"NEW ENVELOPE SOLUTIONS FOR COMPLEX NONLINEAR<font>SCHRÖDINGER</font><sup>+</sup>EQUATION VIA SYMBOLIC COMPUTATION","year":2003,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":2,"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 British Columbia","funders":"","keywords":"Elliptic function; Envelope (radar); Jacobian matrix and determinant; Nonlinear system; Mathematical analysis; Mathematics; Trigonometric functions; Elliptic curve; Symbolic computation; Nonlinear Schrödinger equation; Computation; Schrödinger equation; Physics; Applied mathematics; Quantum mechanics; Geometry; Algorithm; Computer science","score_opus":0.04755813456577058,"score_gpt":0.30924421012779624,"score_spread":0.26168607556202567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981782234","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23278886,0.0013807506,0.7035606,0.0010002548,0.00032260548,0.00012406867,0.00023239526,0.00035524665,0.060235206],"genre_scores_gemma":[0.60712284,0.0015575452,0.35692957,0.000195627,0.00018281926,0.00021527222,0.00037106633,0.00023325387,0.033191994],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99991786,0.000021434014,0.000008252634,0.0000076100305,0.000034562858,0.000010263901],"domain_scores_gemma":[0.9998597,0.0000482743,0.000023139344,0.000017215161,0.000036649228,0.000015116884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028127708,0.00046107025,0.00032541723,0.0008219159,0.0005538566,0.00075757015,0.00042762593,0.00069143414,0.0061032055],"category_scores_gemma":[0.0009844397,0.00020755848,0.0005821996,0.0005577873,0.0006480613,0.0013599887,0.00070163124,0.0008463213,0.000888148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050938677,0.00006876718,0.0005945031,0.00016008197,0.00001807538,0.0005149248,0.00040634326,0.028735617,0.0144534595,0.8999487,0.003414266,0.05163433],"study_design_scores_gemma":[0.000051455936,0.00004395178,0.00058661023,0.0000578698,0.00001948281,0.000805251,0.00018422151,0.4859635,0.005883114,0.4931162,0.013244007,0.000044258955],"about_ca_topic_score_codex":0.00027215047,"about_ca_topic_score_gemma":0.00040626412,"teacher_disagreement_score":0.0061032055,"about_ca_system_score_codex":0.00031007052,"about_ca_system_score_gemma":0.00044349863,"threshold_uncertainty_score":0.020417273},"labels":[],"label_agreement":null},{"id":"W1982679994","doi":"10.1142/s0129183102003450","title":"FUZZY REINFORCEMENT LEARNING","year":2002,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":13,"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 Lethbridge","funders":"","keywords":"Fuzzy logic; Artificial intelligence; Computer science; Reinforcement learning; Extension (predicate logic); Adaptive neuro fuzzy inference system; Neuro-fuzzy; Inference; Fuzzy inference; Knowledge base; Fuzzy set operations; Fuzzy control system; Machine learning","score_opus":0.023636247267134574,"score_gpt":0.25815441488724405,"score_spread":0.2345181676201095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982679994","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011270418,0.00090307044,0.9676931,0.0006696544,0.00021411218,0.00008025303,0.000033021886,0.00035768107,0.018778665],"genre_scores_gemma":[0.8420915,0.0010545278,0.14262567,0.00039793,0.0001792922,0.0002247698,0.000084880434,0.0000398161,0.013301672],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99930966,0.00024840917,0.000029153816,0.00010533102,0.00025203006,0.0000552949],"domain_scores_gemma":[0.99867684,0.0006804258,0.00012132186,0.00012092334,0.0003088286,0.000091663474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012896606,0.0006599378,0.0008487004,0.0003733389,0.00048506542,0.00093298615,0.0010010183,0.0010797586,0.003184396],"category_scores_gemma":[0.0047254954,0.00017284823,0.0004297923,0.00035657795,0.0011995198,0.000783441,0.00090286805,0.0011927957,0.0005660332],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016151454,0.00020252456,0.0011967978,0.00021724026,0.00013765715,0.00027396242,0.00017702435,0.53165334,0.0031300548,0.22536045,0.005606912,0.23188244],"study_design_scores_gemma":[0.00005519533,0.00009465894,0.00019588441,0.000028826867,0.00001939352,0.00006978748,0.000021253229,0.8842383,0.0010942713,0.10618562,0.007977204,0.000019526435],"about_ca_topic_score_codex":0.002360998,"about_ca_topic_score_gemma":0.0016630848,"teacher_disagreement_score":0.003184396,"about_ca_system_score_codex":0.0010140409,"about_ca_system_score_gemma":0.000977376,"threshold_uncertainty_score":0.0106529},"labels":[],"label_agreement":null},{"id":"W1983214524","doi":"10.1142/s0129183100000122","title":"DIRECTED BAK–SNEPPEN MODEL FOR FOOD CHAINS","year":2000,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Food chain; Predation; Simple (philosophy); Selection (genetic algorithm); Statistical physics; Quantitative biology; Computer science; Biology; Mathematical economics; Ecology; Mathematics; Biological system; Physics; Artificial intelligence","score_opus":0.045703102893580407,"score_gpt":0.2392189821556731,"score_spread":0.1935158792620927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983214524","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.101100095,0.0021127977,0.8167845,0.0028404717,0.00041001049,0.0001587245,0.002319326,0.00047755855,0.0737966],"genre_scores_gemma":[0.8041704,0.0026238554,0.06184108,0.00079233915,0.00019743675,0.000559135,0.0011589967,0.0001456081,0.12851106],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996706,0.000103135615,0.000016686869,0.00007940676,0.00007176471,0.000058441645],"domain_scores_gemma":[0.9992737,0.0003141334,0.00010214469,0.00006824755,0.000107138025,0.00013478793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061572326,0.00090163096,0.0011359217,0.0009262877,0.00080648164,0.0018167554,0.0030729526,0.0029459791,0.012764666],"category_scores_gemma":[0.0022894398,0.00047754328,0.0007910568,0.0011795694,0.0014210937,0.002634752,0.0013721883,0.0021138086,0.002871284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000096830874,0.0000448295,0.00043293287,0.00012637512,0.00004849249,0.00046610748,0.00010246103,0.26199913,0.0018188199,0.72488695,0.0034952906,0.006481755],"study_design_scores_gemma":[0.00006385611,0.000034176224,0.00014468483,0.00001576276,0.00002139536,0.00013946445,0.000034195364,0.7227867,0.00025609203,0.2708932,0.0055809813,0.000029501953],"about_ca_topic_score_codex":0.0047787908,"about_ca_topic_score_gemma":0.0028857437,"teacher_disagreement_score":0.012764666,"about_ca_system_score_codex":0.0012590267,"about_ca_system_score_gemma":0.0008986677,"threshold_uncertainty_score":0.04270208},"labels":[],"label_agreement":null},{"id":"W1983562473","doi":"10.1142/s0129183114500132","title":"A model of language inflection graphs","year":2013,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Algorithms and Data Compression","field":"Computer 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":"Brock University","funders":"","keywords":"Inflection; Inflection point; Bipartite graph; Lattice (music); Mathematics; Graph; Computer science; Projection (relational algebra); Combinatorics; Artificial intelligence; Algorithm; Physics; Geometry","score_opus":0.01958174601054726,"score_gpt":0.27002914696986097,"score_spread":0.2504474009593137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983562473","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22130206,0.00079682155,0.72280824,0.0046409336,0.00018685634,0.0001756825,0.001527631,0.0016250634,0.046936758],"genre_scores_gemma":[0.92331034,0.0006756367,0.049174175,0.00063923997,0.00016261723,0.00028136108,0.000812518,0.0002611557,0.024682948],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99953103,0.00015800996,0.000017743721,0.00012948194,0.00008828521,0.00007545336],"domain_scores_gemma":[0.99841654,0.00077008107,0.0001826274,0.00023658977,0.00021279631,0.00018144342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043209508,0.00058193994,0.00064271066,0.001382746,0.001131959,0.0019173988,0.0020253477,0.0021142662,0.008368534],"category_scores_gemma":[0.0037302936,0.00045268162,0.0007954445,0.0018440149,0.0018253007,0.003029809,0.0015345899,0.0014371619,0.0015940791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009833551,0.00007329828,0.00073277985,0.000099093726,0.000038396196,0.0007157763,0.0005299158,0.13898264,0.0048278957,0.8365183,0.0052758944,0.012107685],"study_design_scores_gemma":[0.00004417765,0.000032132477,0.00029198546,0.000014496232,0.000012511081,0.00029517917,0.00010074958,0.4627969,0.0005675629,0.5312504,0.004569798,0.000024077592],"about_ca_topic_score_codex":0.002958498,"about_ca_topic_score_gemma":0.0019715314,"teacher_disagreement_score":0.008368534,"about_ca_system_score_codex":0.0010713398,"about_ca_system_score_gemma":0.0007067665,"threshold_uncertainty_score":0.027995467},"labels":[],"label_agreement":null},{"id":"W1985565672","doi":"10.1142/s0129183101002462","title":"STORING PATTERNS IN HAMILTONIAN NEURAL NETWORKS","year":2001,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Neural Networks and Applications","field":"Computer 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 Lethbridge","funders":"","keywords":"Hamiltonian (control theory); Artificial neural network; Computer science; Covariant Hamiltonian field theory; Quantum; Quantization (signal processing); Excited state; Hamiltonian system; Artificial intelligence; Mathematics; Physics; Algorithm; Quantum mechanics; Classical mechanics; Mathematical optimization","score_opus":0.021060052091206462,"score_gpt":0.27153982819068234,"score_spread":0.25047977609947586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985565672","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28468844,0.0010324082,0.6993963,0.0011898213,0.00017818842,0.00004732396,0.00018585596,0.00058936054,0.01269239],"genre_scores_gemma":[0.9319607,0.0004805896,0.062052093,0.00017191833,0.000061696366,0.000057378595,0.00009005854,0.000053836186,0.0050717294],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99987686,0.000036138408,0.000008292102,0.000024150839,0.000033745597,0.000020778642],"domain_scores_gemma":[0.9995627,0.00023003852,0.000054861524,0.00006949122,0.000049729726,0.00003326761],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033538035,0.00015955872,0.0003090267,0.0003381478,0.0003401755,0.0006458222,0.0006390355,0.0006092501,0.002777308],"category_scores_gemma":[0.00203602,0.0002402293,0.00021163176,0.00043931033,0.0009392138,0.0019855525,0.00068035786,0.0005111298,0.00024961637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015289089,0.000064939166,0.00091325934,0.00015035986,0.000050141964,0.00021506609,0.00025974552,0.29485506,0.0167501,0.58813196,0.002648318,0.09580819],"study_design_scores_gemma":[0.000016769593,0.000020624431,0.0001598327,0.000008983395,0.0000059964677,0.000028141585,0.000021143087,0.6906401,0.001593459,0.30665722,0.00083481136,0.000012887966],"about_ca_topic_score_codex":0.00079211255,"about_ca_topic_score_gemma":0.0009998336,"teacher_disagreement_score":0.002777308,"about_ca_system_score_codex":0.00030749643,"about_ca_system_score_gemma":0.00018226057,"threshold_uncertainty_score":0.009290993},"labels":[],"label_agreement":null},{"id":"W1987053696","doi":"10.1142/s0129183100001413","title":"PATTERN RECOGNITION WITH STOCHASTIC RESONANCE IN A GENERIC NEURAL NETWORK","year":2000,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"stochastic dynamics and bifurcation","field":"Physics and Astronomy","cited_by":13,"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 Lethbridge","funders":"","keywords":"Stochastic resonance; Content-addressable memory; Artificial neural network; Bidirectional associative memory; Computer science; Associative property; Stochastic neural network; Recurrent neural network; Bifurcation; Resonance (particle physics); Adaptive resonance theory; Content-addressable storage; Artificial intelligence; Mathematics; Physics; Nonlinear system; Pure mathematics; Noise (video)","score_opus":0.01323486311982731,"score_gpt":0.233658199767759,"score_spread":0.2204233366479317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987053696","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2818711,0.0010110529,0.7017082,0.0017044938,0.00018460606,0.000035220957,0.000082002705,0.00021191892,0.013191339],"genre_scores_gemma":[0.9628596,0.0005133069,0.033129275,0.00013811357,0.00012303879,0.000032810545,0.000034577457,0.000027580543,0.003141739],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996563,0.00012939954,0.000016448104,0.00007791598,0.0000765414,0.00004344178],"domain_scores_gemma":[0.99949753,0.00022895965,0.00009068869,0.00005748033,0.00007160464,0.000053726762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072509004,0.00034007337,0.00065325777,0.00044909297,0.00043480808,0.00096211256,0.00082103524,0.0015347478,0.00093473814],"category_scores_gemma":[0.0023506528,0.00022266015,0.0007710261,0.00044321525,0.0014922353,0.0016461884,0.00081647345,0.00062584394,0.00015394387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044687924,0.000028535565,0.00063204527,0.000060120467,0.00003699724,0.00031906273,0.00010935692,0.539333,0.006669021,0.44617134,0.00076040975,0.0058353315],"study_design_scores_gemma":[0.0000027429344,0.000007270885,0.000055007735,0.0000017953486,0.0000034365473,0.000025032015,0.0000042677502,0.95757425,0.00015459495,0.041998345,0.0001689454,0.0000042207657],"about_ca_topic_score_codex":0.0012860781,"about_ca_topic_score_gemma":0.00086407544,"teacher_disagreement_score":0.0015347478,"about_ca_system_score_codex":0.0006535178,"about_ca_system_score_gemma":0.00032942207,"threshold_uncertainty_score":0.0047416687},"labels":[],"label_agreement":null},{"id":"W1990370362","doi":"10.1142/s0129183108012091","title":"EVIDENCE OF SCALE-FREE TOPOLOGY IN GENE REGULATORY NETWORK OF HUMAN TISSUES","year":2008,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"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 Calgary","funders":"","keywords":"Gene regulatory network; Scale-free network; Topology (electrical circuits); Blueprint; Network topology; Scale (ratio); Computational biology; Regulator gene; Computer science; Gene; Regulation of gene expression; Biology; Complex network; Mathematics; Genetics; Computer network; Gene expression; Physics; Engineering; Combinatorics","score_opus":0.024857879323279115,"score_gpt":0.2884122880677767,"score_spread":0.2635544087444976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990370362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9219587,0.00040435084,0.07533073,0.00013794801,0.000005813197,0.000011591338,0.0003040153,0.00020614892,0.0016407772],"genre_scores_gemma":[0.9943778,0.000097375436,0.005116702,0.000007489092,0.000005008126,0.000008561315,0.0002055568,0.000012661131,0.00016875745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998635,0.000044377128,0.000005250223,0.000038246068,0.000034001638,0.000014598493],"domain_scores_gemma":[0.9990563,0.00048569293,0.00015068115,0.00016003315,0.00007466446,0.00007264254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018192132,0.00015290693,0.0001421411,0.000972967,0.00022193337,0.00037390876,0.00029711708,0.00024275768,0.0008267829],"category_scores_gemma":[0.0021761463,0.00025143454,0.00021117784,0.00060710596,0.0005221671,0.0005416619,0.00025842272,0.00022706024,0.00014438825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008880636,0.0001244519,0.16872844,0.00049238576,0.0003363447,0.0032899196,0.0022857168,0.3510073,0.29338288,0.081423014,0.0020978097,0.09594365],"study_design_scores_gemma":[0.00004975003,0.00014559284,0.21188374,0.000038200586,0.00011835215,0.002547855,0.00032838783,0.65288264,0.026311645,0.102092266,0.0035161136,0.00008549482],"about_ca_topic_score_codex":0.00094752194,"about_ca_topic_score_gemma":0.0011263721,"teacher_disagreement_score":0.000972967,"about_ca_system_score_codex":0.00017435888,"about_ca_system_score_gemma":0.000116160016,"threshold_uncertainty_score":0.0027658343},"labels":[],"label_agreement":null},{"id":"W1995243016","doi":"10.1142/s0129183114500272","title":"Numerical simulation of Neumann boundary condition in the thermal lattice Boltzmann model","year":2014,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Extrapolation; Lattice Boltzmann methods; Boundary value problem; Neumann boundary condition; Interpolation (computer graphics); Mathematics; Bilinear interpolation; Boundary (topology); Finite difference; Boundary conditions in CFD; Mathematical analysis; Non-equilibrium thermodynamics; Applied mathematics; Physics; Robin boundary condition; Mechanics; Classical mechanics; Thermodynamics","score_opus":0.022188622738646448,"score_gpt":0.2900792391991962,"score_spread":0.26789061646054974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995243016","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3612927,0.0009004753,0.61535245,0.00048225728,0.00026067102,0.00010477183,0.00016593262,0.00034860318,0.021092162],"genre_scores_gemma":[0.94702893,0.00027716425,0.048508257,0.000051804087,0.000026401067,0.00012193254,0.00009489083,0.000044175027,0.0038464137],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962497,0.000120294986,0.000017645603,0.000043155917,0.00012595605,0.00006802489],"domain_scores_gemma":[0.9997018,0.00011717125,0.000040414674,0.000030092497,0.00007073386,0.00003970081],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061334705,0.00040523562,0.0009047208,0.0003413632,0.0008393996,0.0006570194,0.0011269625,0.0010679195,0.001497456],"category_scores_gemma":[0.0013365422,0.0003603452,0.00056458084,0.0005053236,0.00090241135,0.0011344084,0.00097135856,0.00080754823,0.00017703524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000087277076,0.000053046693,0.0011513792,0.00009036481,0.000014590304,0.00017258365,0.00016294917,0.95080346,0.0065737166,0.036059774,0.00033382335,0.0044971188],"study_design_scores_gemma":[0.000006464965,0.0000066747725,0.00005328609,0.0000028191214,0.0000015634879,0.000008892558,0.000007705767,0.99804306,0.00047329042,0.001212169,0.00017982633,0.0000042571114],"about_ca_topic_score_codex":0.008890288,"about_ca_topic_score_gemma":0.0027469455,"teacher_disagreement_score":0.008890288,"about_ca_system_score_codex":0.0006401074,"about_ca_system_score_gemma":0.0010405678,"threshold_uncertainty_score":0.017677128},"labels":[],"label_agreement":null},{"id":"W1996370191","doi":"10.1142/s012918311350054x","title":"ENTRANCE EFFECTS OF THERMAL CREEP ON FLUID HEATING IN RECTANGULAR MICROCHANNELS","year":2013,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":4,"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 Waterloo","funders":"Ferdowsi University of Mashhad","keywords":"Knudsen number; Temperature jump; Mechanics; Materials science; Heat transfer; Slip (aerodynamics); Creep; Reynolds number; Slip ratio; Thermodynamics; Work (physics); Thermal; Microchannel; Composite material; Physics; Shear stress; Turbulence","score_opus":0.0052356578425584365,"score_gpt":0.2059774729103252,"score_spread":0.20074181506776675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996370191","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9969326,0.0002087496,0.0021820576,0.000012356455,0.000005717096,0.000004169133,0.000011464377,0.000042552496,0.00060022034],"genre_scores_gemma":[0.9991738,0.00008062745,0.0005541132,0.0000033627498,0.0000026953048,0.0000029465448,0.0000067469728,0.0000084088915,0.00016722208],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99984276,0.00002717526,0.000009142452,0.000026410147,0.00004137489,0.000053084324],"domain_scores_gemma":[0.9993844,0.00034179605,0.00013558313,0.000048635917,0.000059808706,0.000029761914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002978437,0.00023538055,0.00048967294,0.00021684448,0.00029784883,0.0003819928,0.00015822245,0.00022072291,0.0006548973],"category_scores_gemma":[0.0010201008,0.00017382352,0.00022770675,0.00016236922,0.0007321621,0.00035394335,0.0004480261,0.00021444216,0.00007449696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008335216,0.00012420601,0.007685296,0.00026227545,0.00002313733,0.00060993934,0.0005841632,0.057744794,0.91120315,0.0015924856,0.00013586911,0.019201279],"study_design_scores_gemma":[0.000036843554,0.0005980305,0.011411936,0.000027599679,0.000029290295,0.00024957678,0.0001538186,0.18422271,0.802068,0.00036715303,0.00079636334,0.00003876313],"about_ca_topic_score_codex":0.00056305807,"about_ca_topic_score_gemma":0.0004926085,"teacher_disagreement_score":0.0006548973,"about_ca_system_score_codex":0.000266608,"about_ca_system_score_gemma":0.00024309027,"threshold_uncertainty_score":0.002190888},"labels":[],"label_agreement":null},{"id":"W1997227503","doi":"10.1142/s0129183100000250","title":"ORIGINATIONS AND EXTINCTIONS: ANALYSES OF FOSSIL DATA AND SIMULATIONS","year":2000,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Interpolation (computer graphics); Shuffling; Fourier transform; Artifact (error); Amplitude; Geology; Fast Fourier transform; Statistical physics; Physics; Mathematics; Computer science; Statistics; Optics; Algorithm; Mathematical analysis; Telecommunications; Frame (networking)","score_opus":0.09177553183617841,"score_gpt":0.4174652955062917,"score_spread":0.32568976367011326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997227503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99617696,0.000045968987,0.0025495826,0.000079869824,0.0000074461236,0.000011217671,0.00019036978,0.00006946653,0.00086907967],"genre_scores_gemma":[0.9962379,0.000044313176,0.0029674477,0.00001880033,0.0000049378164,0.00002248865,0.00035733357,0.000043940956,0.00030268583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997402,0.00007781425,0.000015179793,0.000047840447,0.00005968502,0.0000593417],"domain_scores_gemma":[0.99706024,0.0020095168,0.0002902508,0.00025048308,0.00021027375,0.00017922383],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010035253,0.00033013386,0.0005775545,0.0011588141,0.00064963195,0.0005527607,0.0009812934,0.0009300116,0.0018589746],"category_scores_gemma":[0.0065448214,0.0003095616,0.00065627496,0.00093026424,0.00091570575,0.0007968256,0.00051973,0.0009047152,0.00010798323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001384082,0.00010511501,0.026531769,0.00006185507,0.00008268436,0.0001445308,0.000209936,0.9613828,0.0029007415,0.0041745026,0.0003408485,0.0039268783],"study_design_scores_gemma":[0.000022732334,0.00003494503,0.007829795,0.000009057626,0.000013264181,0.000049263333,0.00006798204,0.988967,0.0011793459,0.0015180826,0.0002894199,0.000019138655],"about_ca_topic_score_codex":0.015576121,"about_ca_topic_score_gemma":0.012047165,"teacher_disagreement_score":0.015576121,"about_ca_system_score_codex":0.0011891791,"about_ca_system_score_gemma":0.00045950583,"threshold_uncertainty_score":0.030970931},"labels":[],"label_agreement":null},{"id":"W2004015652","doi":"10.1142/s0129183109013492","title":"WAVELET LOSSY COMPRESSION OF RANDOM DATA","year":2009,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":3,"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 Calgary","funders":"","keywords":"Lossy compression; Wavelet; Compression (physics); Data compression; Data compression ratio; Computer science; Algorithm; Mathematics; Image compression; Artificial intelligence; Physics","score_opus":0.05371141656267368,"score_gpt":0.34513748687585505,"score_spread":0.29142607031318135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004015652","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02959018,0.0017434007,0.9637409,0.00044703297,0.00019607245,0.00003249659,0.00013097402,0.00018485892,0.003934084],"genre_scores_gemma":[0.6549651,0.007444868,0.32027078,0.00036403065,0.00057161856,0.00014590869,0.00056693604,0.0002161037,0.01545468],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996873,0.00006243426,0.0000146849015,0.000037020465,0.00017561243,0.000022890454],"domain_scores_gemma":[0.9995945,0.00020220282,0.000040377246,0.00009279078,0.000055573226,0.000014531775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005662455,0.00038950285,0.0005847519,0.0005975945,0.0001641759,0.00070523185,0.00047295901,0.00062633865,0.0013016106],"category_scores_gemma":[0.0020558399,0.00017772497,0.00028251501,0.000648647,0.00056592555,0.000772381,0.00067497615,0.00086040696,0.00046606036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003817067,0.00008667882,0.00044572205,0.0004795831,0.000058357695,0.0010174206,0.00013616351,0.3335695,0.10885062,0.2529891,0.0065849237,0.29540014],"study_design_scores_gemma":[0.000017115113,0.000086300315,0.00033448037,0.000035969046,0.000016564665,0.0006557138,0.000027459695,0.9272344,0.026877375,0.03942491,0.0052697156,0.000020009235],"about_ca_topic_score_codex":0.00021004846,"about_ca_topic_score_gemma":0.00017087995,"teacher_disagreement_score":0.0013016106,"about_ca_system_score_codex":0.00026226134,"about_ca_system_score_gemma":0.00019004819,"threshold_uncertainty_score":0.0043543577},"labels":[],"label_agreement":null},{"id":"W2011501776","doi":"10.1142/s0129183112500726","title":"EFFECTS OF THERMAL CREEP ON COOLING OF MICROFLOWS IN SHORT MICROCHANNELS WITH CONSTANT WALL TEMPERATURE","year":2012,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":6,"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 Waterloo","funders":"Ferdowsi University of Mashhad","keywords":"Mechanics; Temperature jump; Materials science; Knudsen number; Slip (aerodynamics); Inlet; Heat transfer; Creep; Thermodynamics; Reynolds number; Slip ratio; Heat flux; Microchannel; Composite material; Physics; Turbulence; Shear stress; Mechanical engineering","score_opus":0.01189299260643255,"score_gpt":0.26361374395910264,"score_spread":0.2517207513526701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011501776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99763155,0.00014004161,0.0018656525,0.000011308908,0.000005336802,0.000005590835,0.000010353714,0.000021133948,0.00030913003],"genre_scores_gemma":[0.9990609,0.00007762624,0.0007089565,0.000002150292,0.0000036692993,0.0000046886944,0.000010398009,0.000006284263,0.00012523956],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99989545,0.000018369967,0.0000060731995,0.000016998694,0.00003282073,0.000030296374],"domain_scores_gemma":[0.99946815,0.0002894799,0.000120048295,0.000043307824,0.00004705106,0.00003196835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025751663,0.00024911112,0.0005075393,0.00020453791,0.00036091026,0.00025639017,0.000167849,0.00017235828,0.00041581434],"category_scores_gemma":[0.0008121568,0.00012652656,0.00024445902,0.00015595886,0.00056708325,0.00028916803,0.00029061295,0.00017071937,0.000036588073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010534141,0.00015342447,0.011973525,0.00029604833,0.00003626708,0.0004415918,0.0005115888,0.130092,0.829907,0.0017236272,0.0001577532,0.023653686],"study_design_scores_gemma":[0.000039247676,0.000758453,0.01679826,0.00002542391,0.00003464018,0.00019908704,0.000113423404,0.41829276,0.5626917,0.0003996496,0.00061742734,0.00002990642],"about_ca_topic_score_codex":0.00081403804,"about_ca_topic_score_gemma":0.0008742531,"teacher_disagreement_score":0.00081403804,"about_ca_system_score_codex":0.0002663369,"about_ca_system_score_gemma":0.00028169976,"threshold_uncertainty_score":0.0019324422},"labels":[],"label_agreement":null},{"id":"W2019101955","doi":"10.1142/s0129183102002948","title":"A QUANTUM NEURAL NETWORK MODEL","year":2002,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":22,"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 Lethbridge","funders":"","keywords":"Computer science; Artificial neural network; Unitary state; Quantum; Quantum gate; Artificial intelligence; Quantum phase estimation algorithm; Binary number; Quantum network; Quantum algorithm; Theoretical computer science; Quantum computer; Algorithm; Machine learning; Mathematics; Physics; Arithmetic; Quantum mechanics","score_opus":0.02376338506227396,"score_gpt":0.2492351424081328,"score_spread":0.22547175734585884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019101955","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045091696,0.0013722177,0.7786405,0.0058473013,0.0006554837,0.00016621262,0.0012325849,0.0005637962,0.16643031],"genre_scores_gemma":[0.78545165,0.0018210172,0.12712203,0.0012458222,0.00039553992,0.00054454367,0.0005971415,0.0001497418,0.08267249],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997204,0.000067601366,0.000011733317,0.000057707548,0.00009310929,0.000049579445],"domain_scores_gemma":[0.999767,0.000067793626,0.000020388736,0.000046850084,0.00006086244,0.000037054044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004167443,0.00037119057,0.0005981079,0.0004121167,0.0008021673,0.0015631417,0.0015740839,0.0019904682,0.013803971],"category_scores_gemma":[0.0010599202,0.00026535752,0.0005956985,0.0005538403,0.0010923716,0.0023952445,0.0011980764,0.0013913799,0.0022668066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003104852,0.000030247129,0.00015603818,0.00003629074,0.000017695755,0.00010344454,0.000056096815,0.092863455,0.0014881388,0.894493,0.00339033,0.0073341937],"study_design_scores_gemma":[0.000022687997,0.00002130196,0.00008165058,0.000013359277,0.000010218228,0.000054342945,0.000018248233,0.6523015,0.0003619684,0.33884,0.008258186,0.000016692044],"about_ca_topic_score_codex":0.0036205738,"about_ca_topic_score_gemma":0.002188364,"teacher_disagreement_score":0.013803971,"about_ca_system_score_codex":0.0009371231,"about_ca_system_score_gemma":0.0010716394,"threshold_uncertainty_score":0.046178818},"labels":[],"label_agreement":null},{"id":"W2023041825","doi":"10.1142/s0129183103005224","title":"SYMBOLIC COMPUTATION AND WEIERSTRASS ELLIPTIC FUNCTION SOLUTIONS OF THE DAVEY–STEWARTSON (DS) SYSTEM","year":2003,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":1,"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 British Columbia","funders":"","keywords":"Elliptic function; Modulational instability; Computation; Mathematics; Nonlinear system; Symbolic computation; Function (biology); Weierstrass functions; Mathematical analysis; Space (punctuation); Pure mathematics; Applied mathematics; Physics; Computer science; Algorithm; Quantum mechanics","score_opus":0.014216064131603692,"score_gpt":0.24256783088283035,"score_spread":0.22835176675122665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023041825","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34742883,0.0004477585,0.6159309,0.00065230107,0.00008961671,0.000038097674,0.00011313639,0.00023919018,0.0350601],"genre_scores_gemma":[0.914383,0.00029023987,0.07921486,0.00004960374,0.000048180496,0.00005729225,0.00008862959,0.000037788282,0.0058304495],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999877,0.00003832947,0.000008556621,0.000013357817,0.00004895601,0.000013741588],"domain_scores_gemma":[0.99981254,0.00008814986,0.000030422752,0.000020560678,0.000035287343,0.0000131501765],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021286402,0.0003076366,0.00026866337,0.0006433826,0.0004668939,0.00062905374,0.00030816704,0.00039444378,0.0026976012],"category_scores_gemma":[0.0013693555,0.00009603939,0.00028494195,0.00050343847,0.0009143131,0.00087222416,0.000694737,0.0003709343,0.0002784384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003365666,0.0000133263975,0.0005645761,0.000057525118,0.000010912961,0.0002749101,0.00027514194,0.058459993,0.0041595306,0.91827464,0.00044836447,0.017427463],"study_design_scores_gemma":[0.000018048404,0.000021487982,0.00021253029,0.000013464236,0.000006594542,0.00011417282,0.000103054124,0.5528309,0.0021330547,0.44166467,0.0028697392,0.0000122047795],"about_ca_topic_score_codex":0.00079919474,"about_ca_topic_score_gemma":0.00060783257,"teacher_disagreement_score":0.0026976012,"about_ca_system_score_codex":0.0003340591,"about_ca_system_score_gemma":0.00033074437,"threshold_uncertainty_score":0.009024322},"labels":[],"label_agreement":null},{"id":"W2023514188","doi":"10.1142/s0129183113500538","title":"CLIMATE EFFECT ON WILDFIRE BURNED AREA IN ALBERTA (1961–2010)","year":2013,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Meteorology; Climatology; Climate change; Atmospheric sciences; Physical geography; Geography; Geology","score_opus":0.0074681125413979315,"score_gpt":0.2246752859802134,"score_spread":0.2172071734388155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023514188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9971763,0.0003643039,0.00011385274,0.00005913986,0.000010708983,0.0000021390083,0.001028105,0.000019265455,0.0012261844],"genre_scores_gemma":[0.9982153,0.00023335703,0.00007388846,0.000011290367,0.0000035287715,0.0000012452012,0.00085890293,0.0000034531868,0.00059903756],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9998957,0.000007188716,0.0000044379462,0.00001878542,0.00003617978,0.00003762629],"domain_scores_gemma":[0.9997209,0.000039345003,0.00006302532,0.000013914994,0.00009375854,0.000069025766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027936697,0.0002611022,0.00019827852,0.0005383326,0.00050705456,0.00063287327,0.00042455745,0.00027873777,0.0012348925],"category_scores_gemma":[0.0005442055,0.00013907,0.00030426212,0.0010773502,0.00039920074,0.00021416387,0.0002645918,0.00031097347,0.00013661975],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006140389,0.0001295656,0.8345178,0.00008647556,0.00020213256,0.00054488576,0.00035017356,0.14064796,0.004088546,0.000680706,0.0026642266,0.015473525],"study_design_scores_gemma":[0.00002032658,0.00003112879,0.97619915,0.000014682676,0.000037812682,0.000101583486,0.00036400845,0.020859106,0.0007175614,0.000104916195,0.0015260413,0.000023677967],"about_ca_topic_score_codex":0.8925761,"about_ca_topic_score_gemma":0.93727547,"teacher_disagreement_score":0.1074239,"about_ca_system_score_codex":0.0074916487,"about_ca_system_score_gemma":0.0025654435,"threshold_uncertainty_score":0.21611303},"labels":[],"label_agreement":null},{"id":"W2031592816","doi":"10.1142/s0129183102003760","title":"ARE FOREST FIRES PREDICTABLE?","year":2002,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Lyapunov exponent; Chaotic; Statistical physics; Bifurcation; Monte Carlo method; Bifurcation diagram; Stability (learning theory); Mathematics; Statistics; Physics; Computer science; Nonlinear system","score_opus":0.014940329315160695,"score_gpt":0.23418116656028432,"score_spread":0.2192408372451236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031592816","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93307245,0.0032520387,0.039529376,0.013716635,0.00011069586,0.000021415784,0.0005237147,0.00010415737,0.0096694315],"genre_scores_gemma":[0.99827623,0.00047628902,0.0006325701,0.000115260285,0.000072754374,0.000008000383,0.00006804249,0.0000069168245,0.0003439826],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995016,0.00016948878,0.00002490624,0.00013827863,0.00007414478,0.00009168197],"domain_scores_gemma":[0.9859351,0.009498092,0.0033792998,0.00046522552,0.00038377373,0.0003385911],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015439454,0.00018998442,0.00044949408,0.0006983329,0.00048678226,0.001175167,0.0005797772,0.00074119365,0.002153578],"category_scores_gemma":[0.015459277,0.00026826817,0.00034296943,0.000605134,0.0018513493,0.0016839805,0.0005704584,0.0009948825,0.00018836572],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006513021,0.00020311416,0.237873,0.00066517893,0.00063928985,0.0019406811,0.0019589374,0.16431306,0.0019234617,0.4657691,0.013721374,0.110341445],"study_design_scores_gemma":[0.0000498007,0.000035470595,0.04063932,0.000049986844,0.000044482247,0.0002711396,0.0005352982,0.1930303,0.0003615176,0.76311326,0.0018356735,0.000033633652],"about_ca_topic_score_codex":0.003055072,"about_ca_topic_score_gemma":0.0035755017,"teacher_disagreement_score":0.003055072,"about_ca_system_score_codex":0.0008218987,"about_ca_system_score_gemma":0.0005765046,"threshold_uncertainty_score":0.00816524},"labels":[],"label_agreement":null},{"id":"W2039315777","doi":"10.1142/s0129183100001309","title":"LEARNING, EXPLORATION AND CHAOTIC POLICIES","year":2000,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":8,"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 Lethbridge","funders":"","keywords":"Chaotic; Reinforcement learning; Computer science; Artificial neural network; Artificial intelligence; Chaotic systems; Test (biology)","score_opus":0.022046145349573516,"score_gpt":0.2711982281231609,"score_spread":0.24915208277358739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039315777","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42889023,0.0020208717,0.5503903,0.0016892763,0.00017588533,0.00014323668,0.00015130037,0.00026369668,0.016275266],"genre_scores_gemma":[0.9778309,0.00047720765,0.018843723,0.00008950242,0.000045309112,0.00009383683,0.0000467579,0.00002505452,0.0025475381],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993494,0.00026581893,0.00004154774,0.000105672974,0.000116440875,0.00012106273],"domain_scores_gemma":[0.99720556,0.0017835728,0.00043276284,0.00020484773,0.0001898129,0.00018345943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010993567,0.00074330857,0.000748049,0.00039141905,0.00036627776,0.0011775156,0.00071050815,0.0013576825,0.0012725409],"category_scores_gemma":[0.0076116445,0.00029977606,0.00067830394,0.0004802034,0.0017714369,0.0019950552,0.0011231059,0.0009954514,0.00012407347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011908121,0.00005853012,0.0009734033,0.000078399826,0.00006402543,0.00012187305,0.000060139675,0.92071694,0.0010968781,0.0687835,0.00041329986,0.0075139017],"study_design_scores_gemma":[0.00004781121,0.00009221408,0.00025594485,0.000010921151,0.00001689431,0.000041312764,0.000014275839,0.95958847,0.00054089003,0.03891555,0.0004610948,0.000014742226],"about_ca_topic_score_codex":0.0022704299,"about_ca_topic_score_gemma":0.0010049347,"teacher_disagreement_score":0.0022704299,"about_ca_system_score_codex":0.0010015363,"about_ca_system_score_gemma":0.00068827113,"threshold_uncertainty_score":0.0072667003},"labels":[],"label_agreement":null},{"id":"W2039736135","doi":"10.1142/s012918311550103x","title":"Extracting principal parameters of complex networks","year":2015,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Centre de Recherches Mathématiques","keywords":"Eigenvalues and eigenvectors; Resolvent; Computer science; Statistical physics; Complex network; Sequence (biology); Matrix (chemical analysis); Principal (computer security); Principal component analysis; Diffusion; Mathematics; Algorithm; Artificial intelligence; Physics; Mathematical analysis","score_opus":0.0697471680995871,"score_gpt":0.3304411947271408,"score_spread":0.2606940266275537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039736135","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12960882,0.00039054154,0.86586094,0.000165886,0.000025732612,0.000054181182,0.00032155725,0.00047523755,0.003097148],"genre_scores_gemma":[0.8374508,0.0007757479,0.1594524,0.00003425804,0.00006474348,0.000103110986,0.0004383728,0.00017200029,0.0015085811],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996332,0.00009994328,0.00002141927,0.000106561994,0.00010581211,0.00003299648],"domain_scores_gemma":[0.99840623,0.0006214931,0.0002961705,0.0003096015,0.00025750053,0.000109017405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000664606,0.00059115,0.00043204235,0.0026260528,0.00039464218,0.0013065701,0.0004916021,0.0007241067,0.0009637016],"category_scores_gemma":[0.0053711543,0.00042194137,0.00035137378,0.0011111044,0.0007061027,0.0024160922,0.00084489636,0.00095925183,0.0004196965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015680933,0.000107294654,0.00808719,0.00029787506,0.00014191563,0.0005351023,0.0008172981,0.4043476,0.088229075,0.24772243,0.0031456056,0.2464118],"study_design_scores_gemma":[0.000005051193,0.000017011414,0.0032439542,0.00001465262,0.000014386696,0.00012439676,0.000096200834,0.8734896,0.0060358895,0.114270285,0.0026431135,0.00004554718],"about_ca_topic_score_codex":0.00086687464,"about_ca_topic_score_gemma":0.00066086807,"teacher_disagreement_score":0.0026260528,"about_ca_system_score_codex":0.0004713563,"about_ca_system_score_gemma":0.00052152097,"threshold_uncertainty_score":0.0035148263},"labels":[],"label_agreement":null},{"id":"W2044266157","doi":"10.1142/s0129183112500878","title":"THE ROLE OF THE VELOCITY DISTRIBUTION IN THE DSMC PRESSURE BOUNDARY CONDITION FOR GAS MIXTURES","year":2012,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","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 Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Boundary value problem; Mechanics; Rarefaction (ecology); Physics; Flow (mathematics); Statistical physics; Direct simulation Monte Carlo; Boundary (topology); Maxwell–Boltzmann distribution; Distribution function; Monte Carlo method; Classical mechanics; Mathematics; Thermodynamics; Mathematical analysis; Plasma; Geology","score_opus":0.012829834365701011,"score_gpt":0.28912306776302343,"score_spread":0.2762932333973224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044266157","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045211997,0.00066885905,0.94671,0.00034771752,0.00018508529,0.00007889135,0.00007059895,0.00045585004,0.0062709427],"genre_scores_gemma":[0.7511042,0.00060909643,0.2429679,0.00015623195,0.00008120751,0.00017009581,0.00016965548,0.00035042706,0.004391115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995197,0.00012385326,0.000025905827,0.00006080817,0.00022390299,0.000045852812],"domain_scores_gemma":[0.99943715,0.0002729812,0.000073222596,0.0000409008,0.00014652239,0.000029095649],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008278649,0.000397401,0.0005583538,0.00064848043,0.0006455545,0.001065996,0.00093916367,0.0009764285,0.0014299769],"category_scores_gemma":[0.0033998387,0.00025698365,0.00033082286,0.00048622504,0.0009347492,0.0011576683,0.00073306344,0.0008940767,0.00030464408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019567845,0.00009106614,0.002423752,0.0002590292,0.000013007645,0.00038160034,0.00020051535,0.68416864,0.042773712,0.18779515,0.001629698,0.08006819],"study_design_scores_gemma":[0.000009972749,0.000013364945,0.00020479708,0.0000161807,0.0000025318477,0.000045175824,0.000012446465,0.9858807,0.0069937673,0.004885874,0.001922878,0.000012344379],"about_ca_topic_score_codex":0.0035741632,"about_ca_topic_score_gemma":0.0016121208,"teacher_disagreement_score":0.0035741632,"about_ca_system_score_codex":0.0009378962,"about_ca_system_score_gemma":0.001611843,"threshold_uncertainty_score":0.0071067214},"labels":[],"label_agreement":null},{"id":"W2045701250","doi":"10.1142/s0129183101001729","title":"ON THE MAP NAVIGATION USING THE LAPLACE EQUATION","year":2001,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":1,"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 Lethbridge","funders":"","keywords":"Cellular automaton; Laplace's equation; Laplace transform; Computer science; Field (mathematics); Boundary (topology); Boundary value problem; Applied mathematics; Algorithm; Mathematics; Mathematical optimization; Mathematical analysis","score_opus":0.05290426780823641,"score_gpt":0.29384108706927686,"score_spread":0.24093681926104044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045701250","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019980619,0.00087121676,0.96537745,0.0006803019,0.00017206164,0.00002414205,0.000055091215,0.00013312897,0.012706036],"genre_scores_gemma":[0.7676691,0.003337575,0.19644418,0.0005705106,0.00047132417,0.00021241813,0.00024898653,0.00017938632,0.030866535],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999853,0.000047054276,0.000004909667,0.000027878788,0.00005058302,0.000016597156],"domain_scores_gemma":[0.9998259,0.000082003055,0.000014447879,0.000011976227,0.00004930811,0.000016428397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029268113,0.00041965488,0.0004905082,0.0005266907,0.00042838606,0.0008602779,0.0005231016,0.0008339241,0.0024988926],"category_scores_gemma":[0.001357618,0.00021572183,0.00053736573,0.0004724989,0.0010583355,0.0014070409,0.0012173621,0.00084281416,0.00063693017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006381516,0.000028259401,0.0003813877,0.000121473044,0.00002257473,0.00013206918,0.0001923625,0.28959906,0.0055339118,0.6571255,0.0033972429,0.043402344],"study_design_scores_gemma":[0.000014326044,0.000024354738,0.00010234736,0.00001489937,0.000006440636,0.00003677568,0.000023377004,0.8277995,0.0007204189,0.16736893,0.003872317,0.000016270127],"about_ca_topic_score_codex":0.0043737255,"about_ca_topic_score_gemma":0.002011682,"teacher_disagreement_score":0.0043737255,"about_ca_system_score_codex":0.00048958824,"about_ca_system_score_gemma":0.00061569246,"threshold_uncertainty_score":0.008696556},"labels":[],"label_agreement":null},{"id":"W2048335310","doi":"10.1142/s0129183101001948","title":"PATTERN RECOGNITION WITH HAMILTONIAN DYNAMICS","year":2001,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer 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 Lethbridge","funders":"","keywords":"Orthogonalization; Hamiltonian (control theory); Quantum; Excited state; Computer science; Hamiltonian system; Artificial neural network; Statistical physics; Quantum system; Physics; Topology (electrical circuits); Algorithm; Artificial intelligence; Mathematics; Quantum mechanics; Classical mechanics; Mathematical optimization","score_opus":0.0157992044099636,"score_gpt":0.23925040056032518,"score_spread":0.22345119615036158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048335310","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18665491,0.0012840863,0.7957251,0.0009586049,0.00029442628,0.00008924522,0.00014810175,0.000320865,0.014524725],"genre_scores_gemma":[0.8527381,0.0007983036,0.13660625,0.00016782609,0.00017639138,0.00013674216,0.00020105395,0.000046789813,0.009128559],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99983835,0.00004152425,0.000008746133,0.000039422343,0.00004878411,0.000023268525],"domain_scores_gemma":[0.99968815,0.00012813034,0.000041554413,0.00006203913,0.000040811774,0.000039313447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021477303,0.00025821658,0.00042887844,0.0002881951,0.00035543335,0.0008980493,0.00062684447,0.00080245436,0.002718709],"category_scores_gemma":[0.0010624364,0.00019125325,0.0005582974,0.00031794133,0.00088931917,0.0013920148,0.00079682335,0.00046197494,0.00036638218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000116096664,0.000118403965,0.0011919466,0.0002146169,0.00010964287,0.0005297694,0.0001865628,0.37886345,0.024887701,0.5331097,0.0023912147,0.058280952],"study_design_scores_gemma":[0.000023430768,0.000038457896,0.00019844866,0.000005320616,0.000008964213,0.00007595212,0.000016556252,0.88827276,0.0017354066,0.108046755,0.0015665872,0.000011321954],"about_ca_topic_score_codex":0.00089271297,"about_ca_topic_score_gemma":0.00053371495,"teacher_disagreement_score":0.002718709,"about_ca_system_score_codex":0.00035001355,"about_ca_system_score_gemma":0.00028784253,"threshold_uncertainty_score":0.009095013},"labels":[],"label_agreement":null},{"id":"W2051574229","doi":"10.1142/s0129183110015361","title":"ROBUST PARAMETER SELECTION FOR PARALLEL TEMPERING","year":2010,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"D-Wave Systems (Canada)","funders":"","keywords":"Parallel tempering; Monte Carlo method; Statistical physics; Ising model; Context (archaeology); Measure (data warehouse); Computer science; Set (abstract data type); Selection (genetic algorithm); Quantum Monte Carlo; Spin (aerodynamics); Applied mathematics; Monte Carlo molecular modeling; Mathematical optimization; Algorithm; Mathematics; Physics; Markov chain Monte Carlo; Thermodynamics; Statistics; Artificial intelligence; Data mining","score_opus":0.016700605089020423,"score_gpt":0.2599960200377877,"score_spread":0.24329541494876727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051574229","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005986049,0.000065685286,0.9909741,0.000048380298,0.000024431953,0.00007065118,0.000038190912,0.0018360884,0.0009564028],"genre_scores_gemma":[0.15097441,0.000060099424,0.84646684,0.00009780662,0.000035738234,0.00035167206,0.00023766565,0.00095565215,0.00082015607],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99769104,0.0008992578,0.00015404937,0.0004647534,0.0006328167,0.00015805442],"domain_scores_gemma":[0.9962555,0.0015605255,0.00032952405,0.0009387038,0.00076507,0.00015059771],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003665796,0.0015160916,0.0014107393,0.001149818,0.0010659666,0.0013167666,0.0019885406,0.0012278792,0.0036070475],"category_scores_gemma":[0.018854253,0.0008444046,0.0009248265,0.0007743237,0.0011194401,0.0014714971,0.002035496,0.0023480845,0.0019380696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056462525,0.00012179761,0.0019381167,0.00011457702,0.000118740514,0.00015647909,0.00016101958,0.72091997,0.020609967,0.03616062,0.003412255,0.21572186],"study_design_scores_gemma":[0.000023137416,0.000023890165,0.00008528596,0.000007788042,0.000007664047,0.000024238996,0.0000050882513,0.9824897,0.0050661964,0.011207763,0.0010460606,0.000013162285],"about_ca_topic_score_codex":0.0017820445,"about_ca_topic_score_gemma":0.001677844,"teacher_disagreement_score":0.003665796,"about_ca_system_score_codex":0.0011512843,"about_ca_system_score_gemma":0.0012675794,"threshold_uncertainty_score":0.019386768},"labels":[],"label_agreement":null},{"id":"W2055920772","doi":"10.1142/s012918310200384x","title":"A NEW METHOD FOR CALCULATING THE FUNCTIONAL DERIVATIVE δT<sub>c</sub>/δα<sup>2</sup>F(Ω): APPLICATION TO MgB<sub>2</sub>","year":2002,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Superconductivity in MgB2 and Alloys","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Eigenvalues and eigenvectors; Superconductivity; Coupling (piping); Convergence (economics); Hermitian matrix; Derivative (finance); Physics; Phonon; Function (biology); Matrix (chemical analysis); Condensed matter physics; Applied mathematics; Quantum mechanics; Mathematics; Materials science","score_opus":0.028693673105109552,"score_gpt":0.28909265062927697,"score_spread":0.2603989775241674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055920772","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0064318976,0.00025726695,0.99045557,0.0001385924,0.00012067373,0.00006180144,0.000058007165,0.00045638395,0.0020199036],"genre_scores_gemma":[0.061095845,0.00029027704,0.93105114,0.00013422985,0.00009133424,0.00028171856,0.00007508236,0.0004947541,0.006485607],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997266,0.000056931953,0.000012367191,0.00003529905,0.00015663404,0.000012164243],"domain_scores_gemma":[0.9994137,0.00020128477,0.00004649469,0.00010713862,0.00018605415,0.00004529549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005705881,0.000580009,0.0005597928,0.0008558298,0.00048222922,0.00043046128,0.0011403847,0.00084100757,0.0044958433],"category_scores_gemma":[0.0013286973,0.00037310726,0.00041079492,0.00050630234,0.0006510178,0.0011143395,0.0007565402,0.0011762774,0.0014254168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021363255,0.0002475946,0.0019311941,0.0007919319,0.00025442083,0.00061288493,0.00056079414,0.074187525,0.15464117,0.16300832,0.012805668,0.59074485],"study_design_scores_gemma":[0.00013054523,0.00018762924,0.0024439131,0.00006434108,0.00006733184,0.0013781462,0.00008051315,0.8669939,0.034107007,0.048659287,0.045697015,0.0001903827],"about_ca_topic_score_codex":0.0010452006,"about_ca_topic_score_gemma":0.0018740597,"teacher_disagreement_score":0.0044958433,"about_ca_system_score_codex":0.00032894567,"about_ca_system_score_gemma":0.00062791357,"threshold_uncertainty_score":0.01504004},"labels":[],"label_agreement":null},{"id":"W2060652090","doi":"10.1142/s0129183104006662","title":"REINFORCEMENT LEARNING WITH GOAL-DIRECTED ELIGIBILITY TRACES","year":2004,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Reinforcement Learning in Robotics","field":"Computer Science","cited_by":1,"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 Lethbridge","funders":"","keywords":"Reinforcement learning; TRACE (psycholinguistics); Computer science; Reinforcement; Artificial intelligence; Mechanism (biology); Machine learning; Psychology","score_opus":0.014142522122078973,"score_gpt":0.27601330258619006,"score_spread":0.2618707804641111,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060652090","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022279708,0.00006244262,0.97563,0.00012390257,0.000028317676,0.000046657817,0.000021301432,0.00039434442,0.0014133691],"genre_scores_gemma":[0.8484276,0.0001531558,0.1480691,0.00012756875,0.000037153735,0.00017739447,0.0000858792,0.00007964038,0.0028425131],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940896,0.00020436019,0.000037347527,0.000093870716,0.000185306,0.000070300965],"domain_scores_gemma":[0.99813664,0.0010792618,0.00014829742,0.00021993826,0.0002573132,0.00015851486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010500371,0.00053355476,0.0005816521,0.000291762,0.00028889385,0.0006142298,0.0013442386,0.0007710444,0.001632248],"category_scores_gemma":[0.006544967,0.00020773211,0.000327703,0.0002899247,0.0008837685,0.0016083408,0.0012368265,0.0015267739,0.00023354945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042594576,0.00030077156,0.0011211078,0.00017096645,0.00007163097,0.00028615264,0.00017155803,0.5883097,0.016386125,0.2356854,0.0018952988,0.15517536],"study_design_scores_gemma":[0.000058383772,0.00007667146,0.000093920484,0.0000061846094,0.000007880059,0.000030646257,0.000006111112,0.9374064,0.002802035,0.058729555,0.00077242334,0.000009798534],"about_ca_topic_score_codex":0.0013390535,"about_ca_topic_score_gemma":0.0012877696,"teacher_disagreement_score":0.001632248,"about_ca_system_score_codex":0.0004325515,"about_ca_system_score_gemma":0.0012474165,"threshold_uncertainty_score":0.005553186},"labels":[],"label_agreement":null},{"id":"W2060934122","doi":"10.1142/s0129183106009047","title":"A SIMPLE FORECASTING GAME","year":2006,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":1,"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 Calgary","funders":"","keywords":"Simple (philosophy); Computer science; Population; Artificial intelligence; Sequential game; Game theory; Mathematical economics; Mathematics","score_opus":0.0398048334904382,"score_gpt":0.22670748582520886,"score_spread":0.18690265233477066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060934122","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5776156,0.0005351011,0.31175348,0.0057299207,0.00039201157,0.00032097538,0.0009823851,0.00039870542,0.10227177],"genre_scores_gemma":[0.96691495,0.00015951949,0.018359164,0.00044457766,0.00006530541,0.00018429225,0.00023809125,0.000019375564,0.013614647],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994307,0.00024108715,0.000022813692,0.00011102544,0.00008164321,0.00011276727],"domain_scores_gemma":[0.99860066,0.00073139305,0.00012531898,0.00008470302,0.00013090103,0.00032692583],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087072654,0.00065097754,0.00089826796,0.00036941917,0.001157977,0.0019504664,0.0012351619,0.002344128,0.011735726],"category_scores_gemma":[0.0051724496,0.00024194225,0.00062023726,0.00033096483,0.0013880512,0.0021105944,0.0015112228,0.0014136584,0.00069771917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003900634,0.00020747923,0.0027541292,0.00011589574,0.00012106231,0.0008186921,0.0004920599,0.52273995,0.0024033594,0.452666,0.005217627,0.012073657],"study_design_scores_gemma":[0.00013799057,0.00009434887,0.00033673912,0.000010023878,0.000018155053,0.00006886706,0.00012856518,0.8852749,0.00018379776,0.111459576,0.0022616815,0.00002548298],"about_ca_topic_score_codex":0.010012001,"about_ca_topic_score_gemma":0.0054506734,"teacher_disagreement_score":0.011735726,"about_ca_system_score_codex":0.0011854391,"about_ca_system_score_gemma":0.0010222883,"threshold_uncertainty_score":0.03925997},"labels":[],"label_agreement":null},{"id":"W2061876185","doi":"10.1142/s0129183101001535","title":"THE HAMMING ASSOCIATIVE MEMORY REVISITED","year":2001,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Advanced Memory and Neural Computing","field":"Engineering","cited_by":1,"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 Lethbridge","funders":"","keywords":"Content-addressable memory; Computer science; Associative property; Bidirectional associative memory; Hamming distance; Hamming code; Theoretical computer science; Parallel computing; Content-addressable storage; Arithmetic; Algorithm; Topology (electrical circuits); Mathematics; Artificial neural network; Artificial intelligence; Pure mathematics; Combinatorics","score_opus":0.01595730740798628,"score_gpt":0.26296367082251176,"score_spread":0.24700636341452548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061876185","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.078078374,0.26171473,0.36686644,0.012843931,0.006522358,0.00013202007,0.0005247969,0.0005664383,0.27275088],"genre_scores_gemma":[0.70031,0.118438885,0.072859034,0.005487004,0.004612809,0.00018589513,0.0002384553,0.00013043806,0.097737506],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997961,0.000040176263,0.000014954912,0.000048957005,0.0000626239,0.000037379457],"domain_scores_gemma":[0.9998098,0.00006844247,0.000017956276,0.00003248948,0.00005472619,0.000016644084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033724992,0.00038422397,0.00041594237,0.0005192606,0.00048403683,0.0010679939,0.0010204235,0.0010016279,0.0048290985],"category_scores_gemma":[0.00084918004,0.00017449674,0.0002919888,0.0007794306,0.001432748,0.0031179045,0.00088528264,0.001135794,0.0011886009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037681697,0.000013466918,0.00012879184,0.00025617128,0.000015323265,0.00013257837,0.00007634857,0.0027231504,0.0031250922,0.9317955,0.0047626207,0.05693329],"study_design_scores_gemma":[0.000017135855,0.00011810329,0.00035883713,0.00014841526,0.000033137563,0.0010351411,0.00009565336,0.016945815,0.0073016966,0.74860704,0.22529052,0.00004860799],"about_ca_topic_score_codex":0.0010617913,"about_ca_topic_score_gemma":0.0008494006,"teacher_disagreement_score":0.0048290985,"about_ca_system_score_codex":0.00068408623,"about_ca_system_score_gemma":0.00054524984,"threshold_uncertainty_score":0.016155005},"labels":[],"label_agreement":null},{"id":"W2065623205","doi":"10.1142/s0129183105007248","title":"DISCRETE SCALE INVARIANCE IN THE CASCADE HEART RATE VARIABILITY OF HEALTHY HUMANS","year":2005,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Cascade; Scaling; Scale invariance; Heart rate variability; Scale (ratio); Statistical physics; Mathematics; Beat (acoustics); Heart rate; Medicine; Statistics; Internal medicine; Physics; Blood pressure; Geometry; Engineering","score_opus":0.022031008403731383,"score_gpt":0.3144256832192754,"score_spread":0.292394674815544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065623205","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9647118,0.000104989536,0.033430792,0.000070541115,0.000016331991,0.000020922449,0.00011662284,0.00009995602,0.0014281552],"genre_scores_gemma":[0.9987204,0.000019357345,0.0011200255,0.0000046878827,0.0000058463283,0.0000042143274,0.00002859769,0.0000044850503,0.000092402464],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99991083,0.00001576845,0.0000039307674,0.000033799435,0.000023265373,0.000012429114],"domain_scores_gemma":[0.99956363,0.00023227606,0.000058533944,0.00006728079,0.00003056869,0.000047657653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002540246,0.0001880144,0.00022570688,0.00031356205,0.0001042689,0.00025294526,0.00016769046,0.00015616049,0.0012590243],"category_scores_gemma":[0.0023366783,0.00014302225,0.0002213039,0.00015153587,0.00031536532,0.00026004208,0.00019475723,0.00023744776,0.00012017211],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002985493,0.0004270842,0.16866899,0.0003411509,0.00040408416,0.0028821572,0.0016743154,0.117300875,0.50754017,0.03307087,0.002104563,0.1626002],"study_design_scores_gemma":[0.00006862056,0.0006581844,0.5388752,0.000014064946,0.00006790395,0.001391543,0.00009311673,0.42052138,0.008443432,0.029250659,0.00055878883,0.000057054105],"about_ca_topic_score_codex":0.0006947324,"about_ca_topic_score_gemma":0.0004377513,"teacher_disagreement_score":0.0012590243,"about_ca_system_score_codex":0.00010125664,"about_ca_system_score_gemma":0.000073129624,"threshold_uncertainty_score":0.004211843},"labels":[],"label_agreement":null},{"id":"W2071413690","doi":"10.1142/s0129183101001407","title":"ASSOCIATIVE MEMORY USING SYNCHRONIZATION IN A CHAOTIC NEURAL NETWORK","year":2001,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":54,"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 Lethbridge","funders":"","keywords":"Content-addressable memory; Bidirectional associative memory; Computer science; Artificial neural network; Chaotic; Synchronization (alternating current); Simple (philosophy); Associative property; Content-addressable storage; Artificial intelligence; Mathematics; Computer network","score_opus":0.026742199314487132,"score_gpt":0.28509373774398605,"score_spread":0.25835153842949893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071413690","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14818011,0.0037337437,0.82529646,0.00072710105,0.00039868875,0.000052671832,0.00011423876,0.0003743081,0.02112262],"genre_scores_gemma":[0.947674,0.0027498542,0.04215175,0.00010207802,0.00030289867,0.00010270041,0.000078987876,0.000047486443,0.006790346],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998528,0.00004541069,0.000011358347,0.00002891601,0.000047246587,0.000014318327],"domain_scores_gemma":[0.99981743,0.00008074843,0.000036559813,0.000020469879,0.000031173036,0.000013591167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003320932,0.00032977838,0.00037282868,0.00040902046,0.0002890804,0.0005402229,0.00043371978,0.00056883716,0.0013789586],"category_scores_gemma":[0.0008657739,0.00017945746,0.00034361682,0.00065085466,0.00071410055,0.0011904519,0.0007503594,0.0004150722,0.00019873012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011164505,0.000034974226,0.00071749487,0.00019422483,0.00008687921,0.0005337095,0.00017241106,0.23963653,0.036006656,0.6968736,0.001357792,0.024274101],"study_design_scores_gemma":[0.000020779878,0.0000829544,0.0003389241,0.000019534486,0.00003092357,0.00015892508,0.000023643875,0.86244804,0.0028369243,0.13142969,0.0025841305,0.000025517773],"about_ca_topic_score_codex":0.00054882857,"about_ca_topic_score_gemma":0.00038926752,"teacher_disagreement_score":0.0013789586,"about_ca_system_score_codex":0.00024668215,"about_ca_system_score_gemma":0.00024969087,"threshold_uncertainty_score":0.004613042},"labels":[],"label_agreement":null},{"id":"W2093259703","doi":"10.1142/s0129183107010929","title":"LATTICE–BOLTZMANN SIMULATION OF DENSE NANOFLOWS: A COMPARISON WITH MOLECULAR DYNAMICS AND NAVIER–STOKES SOLUTIONS","year":2007,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":12,"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 Calgary","funders":"","keywords":"Lattice Boltzmann methods; Nanoscopic scale; Molecular dynamics; Statistical physics; Work (physics); Boltzmann equation; Physics; Mechanics; Flow (mathematics); Materials science; Thermodynamics; Nanotechnology","score_opus":0.019744337933596742,"score_gpt":0.28695295553806593,"score_spread":0.2672086176044692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093259703","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8516359,0.0007218835,0.13878754,0.00070174166,0.0001406961,0.00010952533,0.00023411842,0.00041585544,0.00725272],"genre_scores_gemma":[0.9353284,0.00051713694,0.061996482,0.00009479722,0.00002935382,0.000121168545,0.00020546993,0.000077244724,0.0016299181],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998153,0.00004724486,0.000011312076,0.000018121611,0.000081661536,0.00002636518],"domain_scores_gemma":[0.9993753,0.0003501642,0.000050475894,0.00005051548,0.000090038455,0.000083489846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004943035,0.00042062553,0.00076468755,0.00043606808,0.00041726368,0.0006123016,0.0007294491,0.0008599873,0.0009340491],"category_scores_gemma":[0.0014845231,0.0003109631,0.0003810766,0.0004891712,0.0006742149,0.0006463656,0.00057646696,0.0006826867,0.0001715933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019724961,0.00021042736,0.0025783305,0.00012209175,0.000045949528,0.00010804213,0.00024578214,0.956288,0.016757745,0.014696329,0.00019319405,0.008556855],"study_design_scores_gemma":[0.000026157579,0.00001508237,0.00014873178,0.0000026752627,0.0000021391759,0.0000065132353,0.000012083733,0.99718875,0.0015359616,0.0008422016,0.00021553347,0.000004198532],"about_ca_topic_score_codex":0.01005364,"about_ca_topic_score_gemma":0.0036282195,"teacher_disagreement_score":0.01005364,"about_ca_system_score_codex":0.0006064698,"about_ca_system_score_gemma":0.00084713905,"threshold_uncertainty_score":0.019990206},"labels":[],"label_agreement":null},{"id":"W2094524691","doi":"10.1142/s0129183100001073","title":"SELF-ORGANIZED CRITICALITY IN AN ASEXUAL MODEL?","year":2000,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Abelian sandpile model; Criticality; Statistical physics; Self-organized criticality; Physics; Biological system; Biology","score_opus":0.010643074349733772,"score_gpt":0.2966498323634901,"score_spread":0.2860067580137563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094524691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92582214,0.00091853313,0.038873866,0.0020813302,0.000092962364,0.00003202379,0.00010626462,0.00015207048,0.03192076],"genre_scores_gemma":[0.9961887,0.0001979941,0.001302137,0.0001063524,0.000033397675,0.000016623706,0.00002350403,0.000014374797,0.0021169824],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99993575,0.000016400489,0.000002406564,0.0000140114225,0.000014214639,0.000017286424],"domain_scores_gemma":[0.99977297,0.000037560978,0.000062467116,0.00003521078,0.000028500586,0.000063320265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017895049,0.00015006718,0.00029166634,0.0004072428,0.00035125704,0.000734569,0.00042620077,0.000583569,0.0018283937],"category_scores_gemma":[0.0007741853,0.00011249435,0.00030793148,0.00015693865,0.000581895,0.0009900645,0.0004077538,0.00028171265,0.00020895978],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011407584,0.0001628993,0.0068962695,0.00016829661,0.00008672888,0.0013308959,0.0004739142,0.11368867,0.030458994,0.8314493,0.0048966273,0.010273265],"study_design_scores_gemma":[0.000065588414,0.00008664071,0.0038201201,0.000032550033,0.000022674943,0.0006534252,0.00016761258,0.63008136,0.0023651088,0.35869834,0.0039780913,0.000028617626],"about_ca_topic_score_codex":0.0013871995,"about_ca_topic_score_gemma":0.00084620283,"teacher_disagreement_score":0.0018283937,"about_ca_system_score_codex":0.00033168375,"about_ca_system_score_gemma":0.00027130745,"threshold_uncertainty_score":0.0061166286},"labels":[],"label_agreement":null},{"id":"W2100272210","doi":"10.1142/s0129183107010954","title":"ELECTROKINETIC SLIP FLOW OF MICROFLUIDICS IN TERMS OF STREAMING POTENTIAL BY A LATTICE BOLTZMANN METHOD: A BOTTOM-UP APPROACH","year":2007,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":7,"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 Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; University of Calgary","keywords":"Electrokinetic phenomena; Lattice Boltzmann methods; Slip (aerodynamics); Microfluidics; Mechanics; Boundary value problem; Stokes flow; Fluid dynamics; No-slip condition; Physics; Classical mechanics; Statistical physics; Flow (mathematics); Materials science; Boundary layer; Thermodynamics; Nanotechnology; Boundary layer thickness","score_opus":0.011427061332780156,"score_gpt":0.27156092644823193,"score_spread":0.2601338651154518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100272210","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012710753,0.0004673818,0.9819418,0.00022887485,0.00011416583,0.000066120636,0.00004232104,0.0001219422,0.004306499],"genre_scores_gemma":[0.3631699,0.0021465756,0.6221989,0.00037173266,0.00027691954,0.0005949211,0.00017282738,0.00028466035,0.010783612],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996952,0.00008252594,0.00001437217,0.000021928783,0.00016181002,0.000024083],"domain_scores_gemma":[0.99980706,0.00008288239,0.000015184067,0.00002128395,0.00005233143,0.000021363667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047326455,0.0006666407,0.0011557032,0.0004459692,0.0005244069,0.00095870363,0.0014205032,0.0007739935,0.001445477],"category_scores_gemma":[0.0008250783,0.00050045084,0.0010414316,0.0003698871,0.0012512774,0.0011259977,0.0010324277,0.0014285138,0.00053580734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004364788,0.00008859688,0.0003550719,0.00021833245,0.00003294014,0.0001457418,0.00013595776,0.7102862,0.026884576,0.23787488,0.0006753134,0.023258684],"study_design_scores_gemma":[0.0000089067735,0.000009362711,0.000027027363,0.000008360144,0.000003975943,0.000010970187,0.0000052064497,0.9825501,0.0010513603,0.0154775195,0.00083924894,0.000007986204],"about_ca_topic_score_codex":0.002704751,"about_ca_topic_score_gemma":0.001600037,"teacher_disagreement_score":0.002704751,"about_ca_system_score_codex":0.0007703336,"about_ca_system_score_gemma":0.0015490619,"threshold_uncertainty_score":0.005589187},"labels":[],"label_agreement":null},{"id":"W2114500662","doi":"10.1142/s0129183101002851","title":"DEEP-SARSA: A REINFORCEMENT LEARNING ALGORITHM FOR AUTONOMOUS NAVIGATION","year":2001,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Reinforcement Learning in Robotics","field":"Computer Science","cited_by":10,"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 Lethbridge","funders":"","keywords":"Reinforcement learning; Computer science; Convergence (economics); Algorithm; Artificial intelligence; Q-learning; Learning classifier system; Robot; Graph; Theoretical computer science","score_opus":0.019940586004140722,"score_gpt":0.2823315718161346,"score_spread":0.2623909858119939,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114500662","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0040758164,0.0001136481,0.99457645,0.000077663746,0.00003861788,0.000021787682,0.000015248613,0.00038307506,0.00069765415],"genre_scores_gemma":[0.39969182,0.00024174125,0.59527904,0.00018479886,0.000044166638,0.00021790247,0.00010938564,0.0001250581,0.0041061305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997813,0.000072420895,0.000012440381,0.000045973593,0.000063693566,0.00002423262],"domain_scores_gemma":[0.9993783,0.0003350431,0.000058314672,0.000051693998,0.00013214038,0.00004457806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00082898507,0.0005813434,0.0006794973,0.00034138944,0.0002773577,0.00044908246,0.0010156744,0.00096084294,0.0024059],"category_scores_gemma":[0.0018505757,0.0003097966,0.00035262146,0.00027323904,0.00075736723,0.0008278961,0.0008182122,0.0013574706,0.00052200136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013201886,0.000075546464,0.0004919454,0.000094701565,0.000044573648,0.000049824896,0.00005191534,0.8124688,0.004831839,0.031618554,0.002290477,0.1478498],"study_design_scores_gemma":[0.000014527949,0.000031763142,0.000029382803,0.0000037692462,0.000002872785,0.000011148413,0.0000023801215,0.99250716,0.0006942292,0.0057381564,0.0009609383,0.0000036742533],"about_ca_topic_score_codex":0.0023308175,"about_ca_topic_score_gemma":0.0022285616,"teacher_disagreement_score":0.0024059,"about_ca_system_score_codex":0.000561672,"about_ca_system_score_gemma":0.0011626662,"threshold_uncertainty_score":0.008048594},"labels":[],"label_agreement":null},{"id":"W2125927168","doi":"10.1142/s0129183113500873","title":"MONTE CARLO STUDY OF THE XY-MODEL ON SIERPIŃSKI CARPET","year":2013,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Monte Carlo method; Fractal; Fractal dimension; Planar; Helicity; Monte Carlo method in statistical physics; Dynamic Monte Carlo method; Dimension (graph theory); Hybrid Monte Carlo","score_opus":0.009186803848101017,"score_gpt":0.24375323225740758,"score_spread":0.23456642840930655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125927168","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9835946,0.00034020407,0.008895739,0.00035012572,0.000043503864,0.000032127336,0.00013926733,0.00009126941,0.006513248],"genre_scores_gemma":[0.9949473,0.00009235278,0.0039372076,0.000052206502,0.000022196546,0.00004505068,0.00011489654,0.000031842967,0.00075695664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996973,0.000106143336,0.000010798232,0.000034016517,0.000061362785,0.00009032578],"domain_scores_gemma":[0.99879956,0.00052976015,0.00015340277,0.00009295585,0.00018387592,0.00024056893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007636502,0.0004892829,0.0013938055,0.0009896306,0.0014493226,0.0011056972,0.001219158,0.0012344444,0.0022816458],"category_scores_gemma":[0.0018430776,0.0003918077,0.0006329553,0.00082754,0.0018476458,0.001231722,0.00064370123,0.0010181284,0.00013178789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027847366,0.0001242641,0.002639065,0.00010722241,0.000075471544,0.0004915392,0.00013035788,0.87552553,0.0036779405,0.1148561,0.0009893615,0.0011046951],"study_design_scores_gemma":[0.000031157906,0.000023933766,0.0003451263,0.0000062722497,0.000008112366,0.000018582414,0.000018570952,0.9950147,0.0003531246,0.004076862,0.00009221602,0.000011239279],"about_ca_topic_score_codex":0.011058057,"about_ca_topic_score_gemma":0.005818605,"teacher_disagreement_score":0.011058057,"about_ca_system_score_codex":0.001246131,"about_ca_system_score_gemma":0.0010596632,"threshold_uncertainty_score":0.021987379},"labels":[],"label_agreement":null},{"id":"W2126860818","doi":"10.1142/s0129183108012571","title":"MULTI-RELAXATION TIME LATTICE BOLTZMANN MODEL FOR MULTIPHASE FLOWS","year":2008,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":42,"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 Calgary","funders":"Chapman University; University of Calgary","keywords":"Lattice Boltzmann methods; Statistical physics; Relaxation (psychology); Isotropy; Collision; Mechanics; Physics; Stability (learning theory); Kinetic energy; Operator (biology); Bhatnagar–Gross–Krook operator; Computer science; Classical mechanics; HPP model; Chemistry; Optics","score_opus":0.04498119067539737,"score_gpt":0.2903531516560471,"score_spread":0.24537196098064973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126860818","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013439979,0.0010960446,0.9767999,0.0006799604,0.00027349865,0.00012693385,0.00017222155,0.00021587191,0.00719558],"genre_scores_gemma":[0.4893738,0.0024668935,0.47360262,0.0006732056,0.0002754995,0.0015904002,0.00059195503,0.00029699842,0.031128664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952495,0.00016039767,0.00002030104,0.00005160454,0.00019101286,0.000051856638],"domain_scores_gemma":[0.9996147,0.0001444941,0.000060051934,0.000051752504,0.00008790059,0.000040981864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007716502,0.00076322723,0.0010918867,0.00047081476,0.00051755947,0.0009452339,0.00263027,0.0018973218,0.00251366],"category_scores_gemma":[0.0015280355,0.00041625733,0.00097388466,0.0007931084,0.0010212566,0.0013311141,0.00089500827,0.0022034443,0.0009097045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051137013,0.00006443367,0.0003540798,0.00011595837,0.00001941777,0.0001452243,0.00008383619,0.7702353,0.007821334,0.21422175,0.0009764921,0.005910962],"study_design_scores_gemma":[0.000008674948,0.0000074289765,0.00002054948,0.0000028580926,0.0000013893412,0.000013921151,0.0000028325883,0.9899081,0.00019409867,0.008953757,0.000881374,0.000005056246],"about_ca_topic_score_codex":0.0033627702,"about_ca_topic_score_gemma":0.0017356557,"teacher_disagreement_score":0.0033627702,"about_ca_system_score_codex":0.0010819656,"about_ca_system_score_gemma":0.001516893,"threshold_uncertainty_score":0.008408964},"labels":[],"label_agreement":null},{"id":"W2131602419","doi":"10.1142/s0129183100000055","title":"EQUILIBRIUM AND QUENCHED ENERGY DISTRIBUTIONS FOR SPIN GLASSES","year":2000,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Spin glass; Monte Carlo method; Spin (aerodynamics); Statistical physics; Physics; Condensed matter physics; Energy (signal processing); Quantum mechanics; Thermodynamics; Mathematics; Statistics","score_opus":0.008049877771683143,"score_gpt":0.26306921809905615,"score_spread":0.255019340327373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131602419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899212,0.00010360461,0.007127082,0.00011075916,0.000010237643,0.000011904426,0.00014003899,0.000115993265,0.002459223],"genre_scores_gemma":[0.99811953,0.000027556422,0.001044003,0.00001662736,0.0000052001446,0.000015323394,0.00020726235,0.00002755043,0.0005368386],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999803,0.000028731942,0.000010397252,0.000043720825,0.00004862196,0.000065522414],"domain_scores_gemma":[0.9992712,0.00021318898,0.00009641593,0.000093273324,0.00019683017,0.00012922527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004590026,0.00015518111,0.00023883415,0.0011450894,0.00076179096,0.0008099646,0.00078751094,0.00051912945,0.0036780543],"category_scores_gemma":[0.001987968,0.00024716687,0.00029556264,0.00030548082,0.0014966185,0.0012151801,0.0006580013,0.000607314,0.00017509826],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001530969,0.00047590092,0.030644653,0.00023756195,0.00017354309,0.0014803918,0.0021503246,0.2537382,0.28356272,0.40203598,0.0031608297,0.020808773],"study_design_scores_gemma":[0.0001513498,0.0003674896,0.04698916,0.000047232857,0.000062588406,0.0005763037,0.00076028926,0.7325029,0.08371913,0.13220173,0.002350775,0.00027117456],"about_ca_topic_score_codex":0.0032343948,"about_ca_topic_score_gemma":0.0035630895,"teacher_disagreement_score":0.0036780543,"about_ca_system_score_codex":0.0013829818,"about_ca_system_score_gemma":0.00039400035,"threshold_uncertainty_score":0.012304306},"labels":[],"label_agreement":null},{"id":"W2149100636","doi":"10.1142/s0129183114410113","title":"Lattice Boltzmann models based on Gauss quadratures","year":2014,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Victoria","keywords":"Lattice Boltzmann methods; Mathematics; Couette flow; Gauss; Cartesian coordinate system; Knudsen number; Quadrature (astronomy); Mathematical analysis; Distribution function; Physics; Statistical physics; Flow (mathematics); Geometry; Mechanics; Quantum mechanics","score_opus":0.021751990151507365,"score_gpt":0.26573199983337525,"score_spread":0.2439800096818679,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149100636","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04062226,0.00021103641,0.95054394,0.0002350432,0.00008066914,0.000053639335,0.00006971479,0.00020777927,0.0079759285],"genre_scores_gemma":[0.7310909,0.00035008756,0.25345558,0.00030926158,0.00009981472,0.00031729043,0.00026008853,0.00025392784,0.013863091],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918705,0.00028222776,0.000029363939,0.000054699827,0.00032957213,0.000117044045],"domain_scores_gemma":[0.99895084,0.00041961242,0.000085087966,0.0001329062,0.00032539378,0.0000860852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017279744,0.00046849065,0.0012862025,0.00066557294,0.0006780767,0.0017325983,0.0018318868,0.0012559922,0.0021708957],"category_scores_gemma":[0.003632204,0.00053870556,0.0008054709,0.00084228587,0.0015628017,0.0016750857,0.0010946111,0.0015214151,0.00065785897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039681574,0.000052044474,0.00028984743,0.000017738863,0.000011206886,0.000043093423,0.000089197754,0.6283849,0.0016199064,0.36496782,0.00047088266,0.0040138154],"study_design_scores_gemma":[0.0000047029084,0.000002821612,0.000011527947,0.0000013511209,7.627916e-7,0.0000033744261,0.000002378112,0.990008,0.00010557047,0.009690769,0.00016588558,0.0000028822533],"about_ca_topic_score_codex":0.0072314288,"about_ca_topic_score_gemma":0.0037088469,"teacher_disagreement_score":0.0072314288,"about_ca_system_score_codex":0.0014277806,"about_ca_system_score_gemma":0.0015956691,"threshold_uncertainty_score":0.014378667},"labels":[],"label_agreement":null},{"id":"W2155937922","doi":"10.1142/s0129183105007182","title":"AGING IN HOSTILE ENVIRONMENT MODELED BY CELLULAR AUTOMATA WITH GENETIC DYNAMICS","year":2005,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Cellular Automata and Applications","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"AGE-WELL","keywords":"Cellular automaton; Population; Demography; Adaptation (eye); Mathematics; Biology; Sociology; Algorithm","score_opus":0.004925213056099928,"score_gpt":0.20495737458807042,"score_spread":0.2000321615319705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155937922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73355395,0.0010070723,0.24998839,0.0009242626,0.00020133628,0.00006479859,0.000476765,0.0005600088,0.013223483],"genre_scores_gemma":[0.98588955,0.00035636756,0.009606214,0.000055666056,0.000029745184,0.00007080855,0.00008590768,0.000025507466,0.0038802195],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99971765,0.000085902204,0.000018625855,0.00007304072,0.00004384728,0.000060941442],"domain_scores_gemma":[0.9992086,0.00029137378,0.00018958136,0.000073038915,0.00013128763,0.000106115425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003494989,0.00056511216,0.0007880702,0.0007096873,0.00064010953,0.0013352031,0.001182935,0.0012869469,0.0015041507],"category_scores_gemma":[0.0019915332,0.0003283397,0.0005893183,0.00061688485,0.0011938125,0.0011363465,0.0009769459,0.00083389797,0.00030786896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006259473,0.000034980574,0.0037142464,0.000034835757,0.000038549595,0.00037301224,0.00019948075,0.95577294,0.0028930374,0.03291286,0.0005097843,0.0034536559],"study_design_scores_gemma":[0.000011216919,0.000014679472,0.00030039038,0.0000032877665,0.000011302103,0.00003579934,0.00002115542,0.9917282,0.00016642803,0.007315711,0.00038290606,0.000008974168],"about_ca_topic_score_codex":0.014823569,"about_ca_topic_score_gemma":0.00761431,"teacher_disagreement_score":0.014823569,"about_ca_system_score_codex":0.00096716697,"about_ca_system_score_gemma":0.00067258545,"threshold_uncertainty_score":0.029474556},"labels":[],"label_agreement":null},{"id":"W2160389640","doi":"10.1142/s0129183112500465","title":"EXPLORATION OF THE PARAMETER SPACE IN AN AGENT-BASED MODEL OF TUBERCULOSIS SPREAD: EMERGENCE OF DRUG RESISTANCE IN DEVELOPING VS DEVELOPED COUNTRIES","year":2012,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":11,"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 Guelph","funders":"","keywords":"Tuberculosis; Drug; Drug resistance; Parameter space; Drug resistant tuberculosis; Medicine; Agent-based model; Econometrics; Computer science; Mathematics; Pharmacology; Statistics; Biology; Mycobacterium tuberculosis; Pathology; Microbiology; Artificial intelligence","score_opus":0.07362057208703905,"score_gpt":0.3351563831804383,"score_spread":0.26153581109339924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160389640","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82162565,0.0024030246,0.1468791,0.003339956,0.00007523197,0.00009805906,0.00058708206,0.00012870764,0.024863137],"genre_scores_gemma":[0.9877823,0.00087109517,0.0071657198,0.00012961782,0.000024801679,0.000082068735,0.00011153281,0.000018248656,0.003814564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996817,0.00020737304,0.000009333758,0.000030258629,0.00002633472,0.00004500704],"domain_scores_gemma":[0.9979938,0.0014537481,0.00027446382,0.000053900807,0.00007957443,0.00014443546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009502483,0.00074808893,0.001010788,0.00087038695,0.0007383705,0.0021299142,0.0010743662,0.0022942917,0.0020862184],"category_scores_gemma":[0.0038271914,0.0004964198,0.00090768543,0.00065535866,0.001365344,0.0014852217,0.0013328424,0.0013459617,0.00019713031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007141795,0.00003584499,0.0023630639,0.000037469126,0.000042318294,0.00022501253,0.000108391876,0.9780296,0.0003993367,0.017652983,0.00019155131,0.00084306946],"study_design_scores_gemma":[0.000032635955,0.000036329686,0.0005087826,0.000014675987,0.00002053289,0.00003888106,0.00007374601,0.9906364,0.000053310807,0.008276926,0.0002950389,0.000012763491],"about_ca_topic_score_codex":0.0087817395,"about_ca_topic_score_gemma":0.003577121,"teacher_disagreement_score":0.0087817395,"about_ca_system_score_codex":0.00070644636,"about_ca_system_score_gemma":0.00074719224,"threshold_uncertainty_score":0.01746124},"labels":[],"label_agreement":null},{"id":"W2276795717","doi":"10.1142/s0129183116501084","title":"Corrections to finite-size scaling in the φ4 model on square lattices","year":2016,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Ising model; Scaling; Exponent; Scalar (mathematics); Statistical physics; Physics; Lattice (music); Square lattice; Monte Carlo method; Amplitude; Mathematical physics; Mathematics; Quantum mechanics; Statistics; Geometry","score_opus":0.01764249141952207,"score_gpt":0.28310867817863566,"score_spread":0.2654661867591136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2276795717","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9495552,0.0010850894,0.029533975,0.0010948856,0.00032819828,0.00004575823,0.00010462123,0.0006428477,0.017609475],"genre_scores_gemma":[0.99219537,0.00039862562,0.0040012645,0.000085914435,0.0001411927,0.000034029774,0.000068421294,0.00011710108,0.0029580276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995913,0.00017073847,0.00001663878,0.00003775626,0.00011445492,0.00006900642],"domain_scores_gemma":[0.99838734,0.00067482714,0.00036165654,0.00019257708,0.00019614772,0.00018742304],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006707145,0.00082795485,0.0008969586,0.0012533744,0.00090229226,0.0010649693,0.0017793517,0.0009977582,0.0026189063],"category_scores_gemma":[0.004820293,0.00036681976,0.0008855526,0.0006439133,0.0016453328,0.0015887659,0.00086917984,0.0009141785,0.00022863525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005002435,0.0002831479,0.0039284043,0.00035268348,0.00014950045,0.002152364,0.0004414505,0.50270224,0.026168888,0.4497745,0.003811794,0.009734767],"study_design_scores_gemma":[0.00004513608,0.00006295138,0.0011354419,0.000013162848,0.00001904637,0.00014665486,0.00004489387,0.90630984,0.002018803,0.08960963,0.00055283296,0.00004166943],"about_ca_topic_score_codex":0.0040990785,"about_ca_topic_score_gemma":0.002076954,"teacher_disagreement_score":0.0040990785,"about_ca_system_score_codex":0.0011287051,"about_ca_system_score_gemma":0.00072556245,"threshold_uncertainty_score":0.008761108},"labels":[],"label_agreement":null},{"id":"W2480576692","doi":"10.1142/s0129183117500127","title":"Accelerated rare event sampling: Refinement and Ising model analysis","year":2016,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":8,"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 Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ising model; Computation; Limit (mathematics); Magnetization; Sampling (signal processing); Statistical physics; Matrix (chemical analysis); Stochastic matrix; Zero temperature; Interval (graph theory); Mathematics; Distribution (mathematics); Physics; Zero (linguistics); Energy (signal processing); Transfer-matrix method (optics); Spin (aerodynamics); Thermodynamic limit; Combinatorics; Algorithm; Mathematical analysis; Condensed matter physics; Thermodynamics; Quantum mechanics; Materials science; Statistics; Magnetic field","score_opus":0.030796221289566602,"score_gpt":0.30649674040376734,"score_spread":0.27570051911420074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2480576692","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01896031,0.00018193029,0.97933394,0.000104639286,0.00002702556,0.000032473694,0.00005022195,0.00025110066,0.0010584241],"genre_scores_gemma":[0.42475927,0.000469572,0.5712986,0.00011040837,0.000097108976,0.00014628099,0.00034220197,0.0002452401,0.002531283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990957,0.00047860062,0.000030110297,0.00007807068,0.00026302433,0.000054566397],"domain_scores_gemma":[0.9954984,0.0029095165,0.0002586542,0.0006762374,0.00054355,0.00011367342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036809635,0.00038720897,0.0007721584,0.0010198287,0.00044465964,0.0006096907,0.0023055703,0.00060180295,0.0018440043],"category_scores_gemma":[0.012891375,0.0003592558,0.0007648384,0.00077105436,0.00089735346,0.0014529368,0.0008757748,0.0013077336,0.00042706623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013829622,0.000055806904,0.0026553862,0.000088454464,0.00007229213,0.00017196032,0.00017762803,0.66497356,0.002845399,0.29062483,0.0012967788,0.036899626],"study_design_scores_gemma":[0.0000053038243,0.000005472942,0.00007312848,0.0000027740175,0.0000026213697,0.000011673527,0.0000026550738,0.9844738,0.00022951361,0.014875561,0.00031404675,0.00000343936],"about_ca_topic_score_codex":0.007022049,"about_ca_topic_score_gemma":0.005625366,"teacher_disagreement_score":0.007022049,"about_ca_system_score_codex":0.00069627346,"about_ca_system_score_gemma":0.0010742991,"threshold_uncertainty_score":0.019466996},"labels":[],"label_agreement":null},{"id":"W2618305763","doi":"10.1142/s0129183117500851","title":"Three-dimensional lattice Boltzmann method benchmarks between color-gradient and pseudo-potential immiscible multi-component models","year":2017,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; National Supercomputing Center, Korea Institute of Science and Technology Information; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Lattice Boltzmann methods; Buoyancy; Mechanics; HPP model; Statistical physics; Component (thermodynamics); Balanced flow; Bubble; Physics; Classical mechanics; Computer science; Thermodynamics; Meteorology","score_opus":0.042075076100315,"score_gpt":0.30902739995559386,"score_spread":0.26695232385527884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2618305763","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12375416,0.00067943824,0.85918546,0.00082065584,0.0002812374,0.00015784039,0.00014414095,0.0005454888,0.014431654],"genre_scores_gemma":[0.7504655,0.0004098162,0.24259153,0.00029562085,0.00006473699,0.0003080002,0.00014693482,0.0003473348,0.005370428],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996741,0.00014355533,0.000013920488,0.000027627042,0.000108077424,0.00003271947],"domain_scores_gemma":[0.9991671,0.00038097607,0.000051417108,0.000073360825,0.00021330913,0.00011378472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007301546,0.0005821596,0.00071747025,0.00042937585,0.0005808253,0.0009842709,0.001954396,0.0012095199,0.0021480334],"category_scores_gemma":[0.0025253429,0.00032067928,0.0005312529,0.00049791497,0.00077942736,0.001097412,0.0011046403,0.0009152274,0.0005113544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018655881,0.00016032973,0.0016076403,0.00010619932,0.000040070623,0.00011995907,0.00009435461,0.89625865,0.0038098723,0.080722176,0.000692319,0.016201943],"study_design_scores_gemma":[0.000010110071,0.000008496971,0.000034040855,0.0000018556285,0.0000017866759,0.0000071140566,0.0000054327943,0.9968707,0.00020801705,0.0026414918,0.00020726437,0.0000037862471],"about_ca_topic_score_codex":0.0077355714,"about_ca_topic_score_gemma":0.0040116915,"teacher_disagreement_score":0.0077355714,"about_ca_system_score_codex":0.00086210825,"about_ca_system_score_gemma":0.0014278358,"threshold_uncertainty_score":0.015381098},"labels":[],"label_agreement":null},{"id":"W2754860285","doi":"10.1142/s0129183117501169","title":"Denoising of Raman spectroscopy for biological samples based on empirical mode decomposition","year":2017,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Consejo Nacional de Ciencia y Tecnología","keywords":"Hilbert–Huang transform; Raman spectroscopy; Noise (video); Noise reduction; Biological system; Artificial intelligence; SIGNAL (programming language); Fluorescence; Computer science; Pattern recognition (psychology); Analytical Chemistry (journal); Mathematics; Speech recognition; Chemistry; Physics; Optics; Statistics; Chromatography; Biology; White noise; Image (mathematics)","score_opus":0.05832514073592963,"score_gpt":0.48097736715559175,"score_spread":0.4226522264196621,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754860285","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029885747,0.00053734327,0.9684664,0.00009272376,0.00003412851,0.00002166181,0.00003988254,0.0002472228,0.00067495747],"genre_scores_gemma":[0.25113872,0.0015583049,0.74494743,0.00010272344,0.000046711244,0.00008567375,0.00027609948,0.000100016536,0.0017443759],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994355,0.00012853628,0.00003106683,0.00012821675,0.00025017463,0.00002647856],"domain_scores_gemma":[0.9992569,0.00028854838,0.00007306424,0.00009686421,0.00026930627,0.000015316265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012165688,0.0006289701,0.0004525667,0.0008252564,0.00016290376,0.00050962606,0.0005204592,0.0005639548,0.0005749322],"category_scores_gemma":[0.001924874,0.00021863029,0.0008817204,0.00062058907,0.0004628122,0.0007991117,0.0005137904,0.0007339837,0.0003139129],"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":[0.0002584643,0.00013676315,0.0029185307,0.0005176239,0.0001414143,0.00024521182,0.00024894963,0.12558857,0.46459982,0.015908908,0.0013722519,0.3880635],"study_design_scores_gemma":[0.000008997348,0.000104495804,0.0017419914,0.000025850224,0.00002673793,0.00027529954,0.000045692566,0.8867888,0.10370456,0.0033322608,0.0039082854,0.00003701793],"about_ca_topic_score_codex":0.0006532861,"about_ca_topic_score_gemma":0.0007246024,"teacher_disagreement_score":0.0012165688,"about_ca_system_score_codex":0.0003315026,"about_ca_system_score_gemma":0.00037600417,"threshold_uncertainty_score":0.006433964},"labels":[],"label_agreement":null},{"id":"W2795321792","doi":"10.1142/s0129183119500049","title":"Transition matrix cluster algorithms","year":2019,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":1,"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 Waterloo","funders":"","keywords":"Ising model; Cluster (spacecraft); Simple (philosophy); Series (stratigraphy); Matrix (chemical analysis); Stochastic matrix; Detailed balance; Density matrix","score_opus":0.008810136879536032,"score_gpt":0.2870944769184873,"score_spread":0.27828434003895125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795321792","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0036676242,0.00011013758,0.9874536,0.00015774433,0.0000699159,0.00012388606,0.00025327163,0.0013977755,0.006765937],"genre_scores_gemma":[0.12570852,0.00020525296,0.86061215,0.000214922,0.00007691952,0.0006882575,0.0011550423,0.0013116159,0.010027352],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913186,0.00025771177,0.000040423965,0.00015184809,0.00032539872,0.00009276933],"domain_scores_gemma":[0.997416,0.0010904901,0.000082034385,0.00062102743,0.0006687657,0.00012153417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010124731,0.0008014896,0.00094458443,0.0011812189,0.0012668546,0.0015591148,0.0032452445,0.0013899396,0.017313013],"category_scores_gemma":[0.006956555,0.00043140465,0.00094038463,0.0016488997,0.00075195066,0.0016135204,0.002412508,0.0018283641,0.006087332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018102261,0.00016279401,0.0005399554,0.00023374404,0.00014386662,0.00016605438,0.00016940801,0.47810856,0.0022822118,0.29000968,0.023356289,0.20464635],"study_design_scores_gemma":[0.000023232238,0.000014567883,0.00004759927,0.000008759819,0.000008248432,0.000029075905,0.00001731679,0.92275286,0.0009135653,0.07228023,0.0038953568,0.0000090086105],"about_ca_topic_score_codex":0.0043850695,"about_ca_topic_score_gemma":0.0059786155,"teacher_disagreement_score":0.017313013,"about_ca_system_score_codex":0.0009889982,"about_ca_system_score_gemma":0.0018720361,"threshold_uncertainty_score":0.057917774},"labels":[],"label_agreement":null},{"id":"W2796917726","doi":"10.1142/s0129183118500353","title":"A variable turbulent Schmidt number formulation by numerical simulation of atmospheric plume dispersion","year":2018,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":1,"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 Windsor","funders":"","keywords":"Schmidt number; Turbulence; Computational fluid dynamics; Mathematics; Variable (mathematics); Dispersion (optics); Mechanics; Statistical physics; Meteorology; Physics; Reynolds number; Mathematical analysis; Optics","score_opus":0.008329564405341239,"score_gpt":0.25146834224078135,"score_spread":0.2431387778354401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2796917726","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25614813,0.00058101624,0.7319224,0.00019108407,0.00013007969,0.00010393292,0.00015901607,0.00036301,0.0104013],"genre_scores_gemma":[0.875578,0.0002818739,0.120999545,0.000029200108,0.000036559464,0.00013310985,0.00013936254,0.00007734172,0.002724926],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998547,0.000044176755,0.00000782497,0.000014257814,0.00006315127,0.000015808233],"domain_scores_gemma":[0.9998093,0.00008540996,0.00003053389,0.000014244826,0.00004448022,0.000016041722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003243938,0.00047368224,0.00035327167,0.0003177865,0.00023983954,0.00044757946,0.0004805287,0.00058856024,0.0004884809],"category_scores_gemma":[0.00074974896,0.00022118872,0.00042840707,0.00044816456,0.000518667,0.00047568674,0.0004289784,0.00055997825,0.00009369826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021894288,0.000021645013,0.00063399196,0.000031252068,0.0000096403655,0.00004300304,0.00002924788,0.9813502,0.0067808437,0.0054023047,0.00013529487,0.005540624],"study_design_scores_gemma":[0.000002967531,0.0000072704484,0.00006887906,0.0000014758787,8.3637224e-7,0.000002820195,0.0000016326194,0.99919087,0.00036616626,0.00018845013,0.00016610345,0.0000024089943],"about_ca_topic_score_codex":0.0068217907,"about_ca_topic_score_gemma":0.0042231507,"teacher_disagreement_score":0.0068217907,"about_ca_system_score_codex":0.00036137347,"about_ca_system_score_gemma":0.0007191114,"threshold_uncertainty_score":0.013564169},"labels":[],"label_agreement":null},{"id":"W2915485474","doi":"10.1142/s0129183119500190","title":"A cluster controller for transition matrix calculations","year":2019,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":4,"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 Waterloo","funders":"","keywords":"Cluster (spacecraft); Ising model; Sequence (biology); Matrix (chemical analysis); Statistical physics; Series (stratigraphy); Schedule; Stochastic matrix; Spin (aerodynamics); Physics; Computer science; Materials science; Chemistry; Thermodynamics; Markov chain","score_opus":0.006082316054830363,"score_gpt":0.269775471632368,"score_spread":0.26369315557753764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915485474","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041315634,0.00014083719,0.93153256,0.0001882799,0.0002109528,0.00019569574,0.0002646839,0.012007263,0.014144149],"genre_scores_gemma":[0.6258272,0.000107843836,0.36419174,0.00013708248,0.00007841669,0.0005602379,0.00031547033,0.0012771433,0.0075049205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99967706,0.000052256255,0.000018449391,0.000074508214,0.00014470264,0.00003305402],"domain_scores_gemma":[0.9991696,0.00029449284,0.00004901721,0.00020479367,0.00019531394,0.00008678351],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004875061,0.00050857564,0.0004890875,0.0005563396,0.0007540322,0.0008059695,0.0018943406,0.0006274206,0.010023105],"category_scores_gemma":[0.002086005,0.00027412412,0.00029232277,0.00048392476,0.0005199619,0.00095123425,0.0007906198,0.0012838367,0.0021134948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012558572,0.0005583041,0.0014394176,0.00026859093,0.00014642249,0.0004448209,0.0003746904,0.4201133,0.1251397,0.21831447,0.020664174,0.21128026],"study_design_scores_gemma":[0.00004147473,0.000050092716,0.000070625676,0.000006298293,0.000008875641,0.000026204223,0.0000067466954,0.9652201,0.016916858,0.012563355,0.005072713,0.000016653847],"about_ca_topic_score_codex":0.0013412117,"about_ca_topic_score_gemma":0.0016233,"teacher_disagreement_score":0.010023105,"about_ca_system_score_codex":0.00063335383,"about_ca_system_score_gemma":0.0005835629,"threshold_uncertainty_score":0.033530653},"labels":[],"label_agreement":null},{"id":"W2947904495","doi":"10.1142/s0129183119410018","title":"Simulating anisotropic flows with isotropic lattice models via coordinate and velocity transformation","year":2019,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Lattice Boltzmann methods; HPP model; Anisotropy; Isotropy; Vortex; Cuboid; Lattice (music); Coordinate system; Statistical physics; Physics; Mathematics; Geometry; Mathematical analysis; Classical mechanics; Mechanics; Quantum mechanics","score_opus":0.013588696479162372,"score_gpt":0.23384335743303078,"score_spread":0.22025466095386842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947904495","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13753551,0.00024540015,0.85249984,0.0002972175,0.00014091286,0.00006729372,0.000086591135,0.00042389374,0.008703237],"genre_scores_gemma":[0.76815504,0.0004050481,0.22747967,0.000120291086,0.00003731757,0.00018754802,0.00014914252,0.00013517354,0.0033306992],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998472,0.000049207596,0.0000066153475,0.000017847035,0.000051614188,0.0000275061],"domain_scores_gemma":[0.9997532,0.00008081566,0.0000407515,0.000039992272,0.000049436545,0.00003580644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036114152,0.00030516178,0.0004870774,0.0003045102,0.0003121459,0.0006033576,0.0009919348,0.00064117473,0.0010692129],"category_scores_gemma":[0.0009535127,0.00031402454,0.0004409136,0.00043120692,0.00074019906,0.0008151419,0.000618538,0.00066166685,0.00029006682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035224246,0.00004072868,0.00084339484,0.000025202698,0.000010993466,0.00007907781,0.00006485394,0.9374725,0.007416328,0.047869194,0.0004191682,0.005723275],"study_design_scores_gemma":[0.000007615645,0.0000066036396,0.000028277185,0.0000014041776,0.0000012328701,0.000007417891,0.000005225937,0.9975514,0.00044106483,0.0016042385,0.00034192353,0.0000037266004],"about_ca_topic_score_codex":0.008293034,"about_ca_topic_score_gemma":0.0039241337,"teacher_disagreement_score":0.008293034,"about_ca_system_score_codex":0.00043887296,"about_ca_system_score_gemma":0.0012249127,"threshold_uncertainty_score":0.016489506},"labels":[],"label_agreement":null},{"id":"W2964260654","doi":"10.1142/s0129183117500449","title":"Corrections to finite-size scaling in the 3D Ising model based on nonperturbative approaches and Monte Carlo simulations","year":2017,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Ising model; Scaling; Exponent; Monte Carlo method; Statistical physics; Lattice (music); Partition function (quantum field theory); Physics; Mathematics; Statistics; Quantum mechanics; Geometry","score_opus":0.03682189940047941,"score_gpt":0.28917975620398834,"score_spread":0.2523578568035089,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2964260654","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62225753,0.0033787894,0.3465494,0.0014077153,0.00062081026,0.00018246096,0.00020171372,0.001413072,0.023988487],"genre_scores_gemma":[0.9703196,0.0012067101,0.025191387,0.00015793473,0.00021494122,0.00014634558,0.00010459326,0.00034475166,0.002313804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993487,0.000305777,0.000035627025,0.00003908701,0.0002130224,0.000057750436],"domain_scores_gemma":[0.9951669,0.0031050448,0.0005099082,0.0005805329,0.00045075,0.00018690365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015179833,0.00073554064,0.0010918493,0.0016892087,0.0007928681,0.0011065487,0.0018322258,0.0009446281,0.0013755019],"category_scores_gemma":[0.0090828445,0.0003544933,0.0009657283,0.00085668796,0.0015256397,0.0015199329,0.0010579404,0.0013360967,0.00018530984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014004266,0.00013148767,0.0014649825,0.00026180036,0.000086560874,0.0005830355,0.00022406898,0.7287358,0.007989613,0.25094983,0.0010546697,0.008378183],"study_design_scores_gemma":[0.0000045064917,0.000007361752,0.00022666917,0.000010925016,0.0000066696407,0.000022936307,0.000004767959,0.98184896,0.00055969297,0.017133923,0.0001621641,0.000011418285],"about_ca_topic_score_codex":0.0050866255,"about_ca_topic_score_gemma":0.0035532385,"teacher_disagreement_score":0.0050866255,"about_ca_system_score_codex":0.0014118442,"about_ca_system_score_gemma":0.00083873514,"threshold_uncertainty_score":0.010243654},"labels":[],"label_agreement":null},{"id":"W3005980867","doi":"10.1142/s0129183120500709","title":"Comparison of existing and extended boundary conditions for the simulation of rarefied gas flows using the Lattice Boltzmann method","year":2020,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Lattice Boltzmann methods; Boundary value problem; Statistical physics; Computation; Physics; Flow (mathematics); Convergence (economics); Kinetic theory; Mechanics; Boltzmann constant; Classical mechanics; Mathematics; Mathematical analysis; Theoretical physics; Thermodynamics","score_opus":0.15350563255213406,"score_gpt":0.4192026171246037,"score_spread":0.26569698457246965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005980867","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22242258,0.0018927973,0.76138633,0.00034858254,0.00029712435,0.00022188824,0.00039643582,0.0008998485,0.012134384],"genre_scores_gemma":[0.6683054,0.0011608743,0.32729596,0.000113074995,0.00004637381,0.00041266138,0.0005197086,0.00036485307,0.0017811252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955326,0.00013932187,0.00003982581,0.000031533873,0.0001812164,0.00005483726],"domain_scores_gemma":[0.99874276,0.0006063581,0.000088670626,0.00015500281,0.0003116884,0.00009546715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010255718,0.0004071013,0.000753206,0.0004116077,0.00046195206,0.0010274075,0.0012963446,0.00087784335,0.0016713254],"category_scores_gemma":[0.0031966434,0.00023528293,0.0004186041,0.00032651605,0.0006190821,0.001082705,0.0011455319,0.0011636807,0.00044521628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029520327,0.00017395729,0.002557253,0.00042871488,0.00003707535,0.00019975024,0.00023117225,0.90152043,0.025195522,0.031877518,0.0006363588,0.036846995],"study_design_scores_gemma":[0.00003480692,0.00003781128,0.00018403993,0.000028152066,0.0000052889054,0.000020590383,0.000026167367,0.99249554,0.0039008602,0.0018918474,0.0013618165,0.0000129953105],"about_ca_topic_score_codex":0.0035754677,"about_ca_topic_score_gemma":0.0024333666,"teacher_disagreement_score":0.0035754677,"about_ca_system_score_codex":0.000424063,"about_ca_system_score_gemma":0.0012035678,"threshold_uncertainty_score":0.007109344},"labels":[],"label_agreement":null},{"id":"W3006556772","doi":"10.1142/s0129183120500692","title":"Existence of chimera-like state in community structured networks","year":2020,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":4,"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 Waterloo","funders":"Fundação de Amparo à Ciência e Tecnologia do Estado de Pernambuco; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Chimera (genetics); Community structure; Computer science; Complex network; Synchronization (alternating current); Scale-free network; Statistical physics; State (computer science); Topology (electrical circuits); Distributed computing; Mathematics; Physics; Algorithm; Combinatorics","score_opus":0.023786170315556236,"score_gpt":0.26083781334177003,"score_spread":0.2370516430262138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006556772","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72116584,0.00084044243,0.26486963,0.0012764974,0.00007805874,0.00006317695,0.00023686353,0.00026247863,0.011206984],"genre_scores_gemma":[0.9884228,0.00017010466,0.00975028,0.0000932326,0.000026778898,0.000041713098,0.00008916991,0.00002130657,0.0013845622],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950695,0.0001683464,0.000017220204,0.00014142593,0.000082804196,0.00008317896],"domain_scores_gemma":[0.9976273,0.0009797724,0.0004828147,0.00020326299,0.0002601477,0.0004467832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00082458346,0.00018284211,0.0005549748,0.00069794565,0.0009800073,0.0012089084,0.0006036976,0.0010559205,0.0019820046],"category_scores_gemma":[0.0051119756,0.00030449397,0.0004752292,0.00040252897,0.0014396323,0.0018672459,0.0012663762,0.00095981546,0.00016145124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002182849,0.000102257756,0.008715545,0.00019157428,0.00015969198,0.0008632855,0.0013221072,0.09739528,0.026883133,0.8485766,0.00307562,0.012496686],"study_design_scores_gemma":[0.000048431943,0.0001256639,0.0034544226,0.000035041732,0.00004454965,0.00048230015,0.0003779784,0.61249775,0.00284679,0.37745473,0.0025715611,0.000060797403],"about_ca_topic_score_codex":0.0011328533,"about_ca_topic_score_gemma":0.00074068876,"teacher_disagreement_score":0.0019820046,"about_ca_system_score_codex":0.00065801287,"about_ca_system_score_gemma":0.0004943951,"threshold_uncertainty_score":0.0066304803},"labels":[],"label_agreement":null},{"id":"W3007336029","doi":"10.1142/s0129183120500734","title":"Numerical simulation of blood flow in intracranial aneurysms treated by endovascular Woven EndoBridge technique","year":2020,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Aneurysm; Blood flow; Hemodynamics; Computational fluid dynamics; Fluid–structure interaction; Anterior communicating artery; Computer science; Medicine; Cardiology; Internal medicine; Radiology; Mechanics; Structural engineering; Physics; Engineering","score_opus":0.01729503346580104,"score_gpt":0.2671749620584293,"score_spread":0.24987992859262823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007336029","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91216004,0.00096002145,0.06571558,0.00072635664,0.0002533838,0.00011715929,0.0008436321,0.0004337071,0.01879001],"genre_scores_gemma":[0.98106706,0.00034770282,0.015801858,0.000058667498,0.00001931231,0.00010020379,0.00030022132,0.000026764765,0.0022782627],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998449,0.000037178208,0.000012545784,0.000022071095,0.00003972998,0.000043597287],"domain_scores_gemma":[0.9995553,0.00023441981,0.00007370045,0.00002572162,0.000071677714,0.000039079878],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000265181,0.00059863995,0.0007383842,0.00070265605,0.000565675,0.000717936,0.0007460738,0.0014805215,0.0021702338],"category_scores_gemma":[0.00086202106,0.0002582599,0.000756488,0.00061362475,0.0006703869,0.00041683094,0.00055887585,0.00052941765,0.00016439961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012182132,0.00009581225,0.0036537263,0.00006930275,0.000026716807,0.00032814927,0.00009827651,0.98647434,0.003722483,0.0019679337,0.00035396297,0.003087504],"study_design_scores_gemma":[0.000010229085,0.00003097701,0.0005205529,0.000006649664,0.000005825284,0.000021444139,0.00003375683,0.9983668,0.0005041606,0.000256319,0.00023687416,0.0000063926996],"about_ca_topic_score_codex":0.009376964,"about_ca_topic_score_gemma":0.004049664,"teacher_disagreement_score":0.009376964,"about_ca_system_score_codex":0.00046307853,"about_ca_system_score_gemma":0.00065337546,"threshold_uncertainty_score":0.01864481},"labels":[],"label_agreement":null},{"id":"W3082726039","doi":"10.1142/s0129183120501727","title":"Approximating dynamics of a number-conserving cellular automaton by a finite-dimensional dynamical system","year":2020,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Cellular Automata and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Cellular automaton; Conjecture; Property (philosophy); Mathematics; Blocking (statistics); Dynamical systems theory; Word (group theory); Automaton; Statistical physics; Discrete mathematics; Computer science; Algorithm; Physics; Theoretical computer science; Geometry; Quantum mechanics","score_opus":0.010873882212506174,"score_gpt":0.23200056776650607,"score_spread":0.2211266855539999,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3082726039","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45918816,0.00029123083,0.5270104,0.00052752247,0.00010040518,0.00004164941,0.00013374515,0.00040741617,0.012299457],"genre_scores_gemma":[0.95833784,0.0001308595,0.039504252,0.00005555019,0.000017521534,0.000050333903,0.00006173853,0.000026662525,0.0018151806],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997547,0.00007831598,0.000015228415,0.000050783317,0.00006918133,0.0000318516],"domain_scores_gemma":[0.99939907,0.00028395656,0.000078723555,0.000112030735,0.0000827632,0.000043360415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046273018,0.0002664893,0.0005980765,0.0004047428,0.00051832816,0.0009816403,0.0009954661,0.0008269141,0.0015512842],"category_scores_gemma":[0.0017711958,0.00023043551,0.0005858716,0.0003416955,0.0015996196,0.0010336033,0.0005382077,0.0008020614,0.00022693082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042069518,0.00002558041,0.0011101043,0.00003159883,0.000018523735,0.0001040759,0.00011833463,0.8953947,0.005192535,0.09568829,0.00017906463,0.0020950795],"study_design_scores_gemma":[0.0000028652732,0.0000061573055,0.00006584324,0.0000020980208,0.0000017952254,0.000008450373,0.00000658628,0.99390864,0.00022404673,0.0056397934,0.0001304231,0.0000033554102],"about_ca_topic_score_codex":0.008415011,"about_ca_topic_score_gemma":0.003981708,"teacher_disagreement_score":0.008415011,"about_ca_system_score_codex":0.001306093,"about_ca_system_score_gemma":0.00080662227,"threshold_uncertainty_score":0.016732037},"labels":[],"label_agreement":null},{"id":"W3168080743","doi":"10.1142/s0129183121501448","title":"Are all the word ranking methods the same?","year":2021,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Advanced Text Analysis Techniques","field":"Computer 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 Waterloo","funders":"Iran National Science Foundation","keywords":"Ranking (information retrieval); Word (group theory); Rank (graph theory); Computer science; Rank correlation; Artificial intelligence; Natural language processing; Sample (material); Information retrieval; Mathematics; Machine learning; Combinatorics; Physics","score_opus":0.051366036786578244,"score_gpt":0.38911578411534226,"score_spread":0.337749747328764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168080743","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10957373,0.050172925,0.76771426,0.023857571,0.0044343984,0.0009645676,0.0030147107,0.0036079178,0.036659848],"genre_scores_gemma":[0.46734017,0.015409816,0.49303496,0.004901689,0.0040688436,0.00087572855,0.0025003683,0.0016286662,0.010239842],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9760157,0.011715281,0.0012303905,0.0040353765,0.0062359697,0.0007672045],"domain_scores_gemma":[0.9090504,0.047789246,0.007745364,0.012882738,0.020899316,0.0016329583],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02704585,0.0019880447,0.0025368289,0.0067439354,0.0015990485,0.00906509,0.0027073193,0.002729818,0.0059610684],"category_scores_gemma":[0.1266339,0.00084754475,0.0018140294,0.0070447773,0.0026294373,0.015231789,0.0015480614,0.0031149003,0.008700002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007590769,0.0002618824,0.030464606,0.0018485369,0.0020606506,0.00010607194,0.0014127475,0.0058838953,0.0034669258,0.037336353,0.023497218,0.892902],"study_design_scores_gemma":[0.00048489627,0.0022176746,0.108470336,0.003223837,0.003010412,0.0023875663,0.006551228,0.24254182,0.017848952,0.48839802,0.12341863,0.0014466833],"about_ca_topic_score_codex":0.0033159447,"about_ca_topic_score_gemma":0.0030015009,"teacher_disagreement_score":0.02704585,"about_ca_system_score_codex":0.0011642172,"about_ca_system_score_gemma":0.002158612,"threshold_uncertainty_score":0.1430338},"labels":[],"label_agreement":null},{"id":"W3194024262","doi":"10.1142/s0129183122501480","title":"Deterministic cellular automata resembling diffusion","year":2022,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Cellular Automata and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Cellular automaton; Diffusion; Computer science; Automaton; Statistical physics; Phase transition; Order (exchange); Mathematics; Theoretical computer science; Algorithm; Physics; Thermodynamics","score_opus":0.020934310814064605,"score_gpt":0.27041578187123294,"score_spread":0.24948147105716834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194024262","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3976422,0.0011904996,0.563509,0.0008555713,0.00019867941,0.00010100109,0.00031495234,0.00055555266,0.035632674],"genre_scores_gemma":[0.94126695,0.00040463792,0.052300308,0.00011094483,0.000038935454,0.00006623838,0.00010615029,0.000040927705,0.0056648757],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996141,0.00010347242,0.000028001077,0.000115944305,0.000087685774,0.00005068155],"domain_scores_gemma":[0.99900705,0.00048044772,0.00014788221,0.00016288481,0.00013498346,0.00006676956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039299275,0.0003578632,0.00058724097,0.0005172658,0.00052934047,0.0012377794,0.00072146824,0.0009859768,0.0020096123],"category_scores_gemma":[0.0026173475,0.00024206753,0.0007251246,0.0003925558,0.0013939476,0.0012871174,0.0006733544,0.0006349948,0.00026010734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005304697,0.000030305606,0.0012902393,0.00008886136,0.000033771128,0.00020097688,0.00022811681,0.35783616,0.016532859,0.61538976,0.0004764787,0.00783945],"study_design_scores_gemma":[0.000027362199,0.00003306731,0.00039955793,0.000012982334,0.00001612445,0.00012273874,0.0000390582,0.8474998,0.0023860843,0.14585863,0.0035816568,0.000022882785],"about_ca_topic_score_codex":0.0034709827,"about_ca_topic_score_gemma":0.0014939002,"teacher_disagreement_score":0.0034709827,"about_ca_system_score_codex":0.0011110626,"about_ca_system_score_gemma":0.00054923753,"threshold_uncertainty_score":0.008061349},"labels":[],"label_agreement":null},{"id":"W3194926937","doi":"10.1142/s0129183121501679","title":"A nested model for tuberculosis: Combining within-host and between-host processes in a single framework","year":2021,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":5,"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 Waterloo","funders":"","keywords":"Host (biology); Transmission (telecommunications); Tuberculosis; Population; Protocol (science); In silico; Computer science; Nested case-control study; Susceptible individual; Biology; Medicine; Mathematics; Environmental health; Genetics; Statistics; Case-control study","score_opus":0.06290246395463212,"score_gpt":0.36310456841355726,"score_spread":0.30020210445892515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194926937","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12634538,0.0024544206,0.8589464,0.0030852533,0.0004225396,0.00019053539,0.0010158684,0.00035377985,0.0071858736],"genre_scores_gemma":[0.9130501,0.002204582,0.064585745,0.0008818097,0.00042873507,0.00061427726,0.0008498124,0.00015939007,0.017225504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99782443,0.0010925923,0.00007728861,0.0004512052,0.00018592169,0.00036855493],"domain_scores_gemma":[0.994692,0.0032865223,0.0007967247,0.00022055452,0.00046704418,0.0005371193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043073664,0.0017022638,0.0031707576,0.001153603,0.0010104496,0.002741273,0.004350252,0.0041651228,0.0047282367],"category_scores_gemma":[0.009333135,0.0010923049,0.0031932585,0.0007921963,0.0021705641,0.0034144125,0.002563597,0.003181971,0.0007571699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018078178,0.000150406,0.0037692122,0.00015447785,0.00019237716,0.0003982697,0.00023686726,0.8872966,0.0017145262,0.10066778,0.0010055464,0.0042331438],"study_design_scores_gemma":[0.000037966103,0.00006798451,0.00036308877,0.000016904714,0.000061116174,0.000056122357,0.00003048065,0.9769384,0.000073189316,0.021754604,0.00057395396,0.000026219366],"about_ca_topic_score_codex":0.016778488,"about_ca_topic_score_gemma":0.008280866,"teacher_disagreement_score":0.016778488,"about_ca_system_score_codex":0.0015082383,"about_ca_system_score_gemma":0.0019469386,"threshold_uncertainty_score":0.033361673},"labels":[],"label_agreement":null},{"id":"W3203276701","doi":"10.1142/s0129183122500346","title":"Comparative study of multicomponent Lattice Boltzmann models for binary mixture flows","year":2021,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Hagen–Poiseuille equation; Lattice Boltzmann methods; Thermodynamics; Flow (mathematics); Boltzmann equation; Binary number; Physics; Viscosity; Statistical physics; Couette flow; Thermal diffusivity; Mechanics; Mathematics","score_opus":0.05631386312141688,"score_gpt":0.31898392126020403,"score_spread":0.26267005813878713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203276701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5448502,0.0026243536,0.4285241,0.0010264035,0.00033767606,0.00025752914,0.00041993737,0.0005966313,0.021363208],"genre_scores_gemma":[0.9090299,0.00083689974,0.086081296,0.00009090228,0.00004405492,0.00031248492,0.0002001116,0.00010412778,0.0033002172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995415,0.00017095284,0.000026541442,0.0000386003,0.00016752693,0.000054837245],"domain_scores_gemma":[0.99815816,0.0011745315,0.00017433918,0.00010649206,0.000253369,0.00013311076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012145883,0.00064746646,0.0011767598,0.0011250558,0.00069722504,0.0017574038,0.0014489314,0.0013974108,0.001732063],"category_scores_gemma":[0.0035020988,0.00040985824,0.0008031007,0.0010182477,0.0007643633,0.0013526672,0.00079425535,0.0009441589,0.00037389543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000089264955,0.00012859561,0.0014891666,0.000080546015,0.000016737187,0.000047883772,0.00006976063,0.9746684,0.0014286295,0.016239326,0.00019353336,0.005548103],"study_design_scores_gemma":[0.000004668238,0.000009535074,0.000058282323,0.000003833022,0.0000015369835,0.0000062160752,0.000007555781,0.9987268,0.00017393898,0.00087071524,0.00013322063,0.0000036766105],"about_ca_topic_score_codex":0.00702608,"about_ca_topic_score_gemma":0.0039874064,"teacher_disagreement_score":0.00702608,"about_ca_system_score_codex":0.0012837321,"about_ca_system_score_gemma":0.0014514612,"threshold_uncertainty_score":0.013970375},"labels":[],"label_agreement":null},{"id":"W4281813025","doi":"10.1142/s0129183123500791","title":"Corrections to scaling in the 3D Ising model: A comparison between MC and MCRG results","year":2022,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Ising model; Omega; Scaling; Exponent; Monte Carlo method; Statistical physics; Physics; Renormalization group; Critical exponent; Lattice (music); Renormalization; Mathematical physics; Mathematics; Quantum mechanics; Statistics; Geometry","score_opus":0.025450320854665427,"score_gpt":0.30940492454997165,"score_spread":0.28395460369530623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281813025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8626408,0.004268119,0.10834389,0.0012942671,0.00039509844,0.00008639859,0.00054757943,0.0018331768,0.020590713],"genre_scores_gemma":[0.9863653,0.00062293065,0.0118219815,0.0001066279,0.000086722765,0.00003419114,0.0001249656,0.00023947663,0.0005976796],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99954337,0.00017556286,0.000024365552,0.000049273214,0.0001590562,0.000048390648],"domain_scores_gemma":[0.9956573,0.00242952,0.00035868908,0.00076094916,0.00065004616,0.0001435095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093044416,0.00053846295,0.0007234646,0.0017128314,0.0005543269,0.0005594544,0.0014122133,0.00067613693,0.0016025443],"category_scores_gemma":[0.0077312784,0.0001548407,0.00067424326,0.0009823836,0.0007035127,0.00086320145,0.0005140868,0.00082454534,0.00019241398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030840575,0.00016636228,0.010242424,0.0005226578,0.00014561944,0.0009483454,0.00038293604,0.7998611,0.012796054,0.13826871,0.0034575139,0.032899786],"study_design_scores_gemma":[0.000009257929,0.000018857847,0.0018345759,0.000023339913,0.000017088323,0.00006846284,0.000017556336,0.98206455,0.0031166708,0.012134611,0.00067221833,0.0000227525],"about_ca_topic_score_codex":0.0069343946,"about_ca_topic_score_gemma":0.0039936816,"teacher_disagreement_score":0.0069343946,"about_ca_system_score_codex":0.0008609774,"about_ca_system_score_gemma":0.00048399577,"threshold_uncertainty_score":0.013788104},"labels":[],"label_agreement":null},{"id":"W4283030730","doi":"10.1142/s0129183123500146","title":"The evolution of international grain trade pattern based on complex network and entropy","year":2022,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Complex network; International trade; Position (finance); Economics; Economic geography; Business; Computer science","score_opus":0.012722518799695666,"score_gpt":0.2608580944382263,"score_spread":0.24813557563853061,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283030730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9150891,0.00086002157,0.074533306,0.0007610513,0.000040238367,0.000049078575,0.0015532392,0.0001718402,0.006942055],"genre_scores_gemma":[0.9939365,0.0003059461,0.004166321,0.000023514223,0.000017719496,0.00003368334,0.000714984,0.000013361889,0.00078787614],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962103,0.00009419216,0.000030404657,0.00010656233,0.000098732125,0.000049043098],"domain_scores_gemma":[0.9986785,0.0005075508,0.00040031795,0.00007572963,0.00024719315,0.00009064169],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062302337,0.00026655028,0.00023661833,0.0030031635,0.00035220012,0.0011112229,0.000316325,0.00035083384,0.00137321],"category_scores_gemma":[0.003733327,0.00014769503,0.0004897201,0.0025696675,0.00052041357,0.0023748046,0.0005586519,0.00031227744,0.00013387713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017968498,0.000069336464,0.42990088,0.0003254662,0.0004396415,0.0008217142,0.0012672832,0.42174438,0.005437789,0.061500132,0.0055468567,0.07276677],"study_design_scores_gemma":[0.000009445318,0.00003785481,0.21374136,0.0000380017,0.00009033864,0.00025111972,0.00046095974,0.75465083,0.00095096166,0.026963474,0.002746847,0.000058814865],"about_ca_topic_score_codex":0.0067091803,"about_ca_topic_score_gemma":0.0045514167,"teacher_disagreement_score":0.0067091803,"about_ca_system_score_codex":0.001105504,"about_ca_system_score_gemma":0.00030588155,"threshold_uncertainty_score":0.013340294},"labels":[],"label_agreement":null},{"id":"W4315651568","doi":"10.1142/s0129183123501115","title":"On convective heat and mass transport of radiative double diffusive Williamson hybrid nanofluid by a Riga surface","year":2023,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fanshawe College","funders":"King Khalid University","keywords":"Nanofluid; Nusselt number; Ordinary differential equation; Thermodynamics; Partial differential equation; Thermal radiation; Relaxation (psychology); Materials science; Mechanics; Physics; Thermal; Mathematics; Differential equation; Mathematical analysis; Reynolds number","score_opus":0.00860988332616922,"score_gpt":0.2242001659958563,"score_spread":0.21559028266968708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315651568","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95726424,0.0018704724,0.0316582,0.00021534992,0.000060092192,0.000031566375,0.000039499944,0.000080357575,0.008780191],"genre_scores_gemma":[0.9922828,0.00037938196,0.0046914956,0.00001792018,0.000013073976,0.00001892075,0.0000306072,0.000009688117,0.002556044],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999231,0.000014169431,0.000002678562,0.000018545164,0.000024041075,0.000017432636],"domain_scores_gemma":[0.99991155,0.00003778723,0.000019402698,0.0000073266056,0.00001712122,0.000006786699],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023189903,0.00042919826,0.00032013495,0.00023018695,0.00029803772,0.00035531886,0.00035677518,0.00038905902,0.00074717094],"category_scores_gemma":[0.0002185338,0.00011783276,0.00029616486,0.00013605606,0.00047006967,0.0005421713,0.00042439825,0.0002511995,0.00015469168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024145444,0.000097032724,0.0010960893,0.00032909343,0.000028416564,0.00051279616,0.00022817755,0.110121675,0.82245606,0.049514532,0.0006407282,0.014733882],"study_design_scores_gemma":[0.000015202613,0.00017952247,0.00077362236,0.000012975501,0.000011965362,0.000116915784,0.00004224028,0.876309,0.119086385,0.002066904,0.0013528153,0.000032496082],"about_ca_topic_score_codex":0.0011345715,"about_ca_topic_score_gemma":0.000526834,"teacher_disagreement_score":0.0011345715,"about_ca_system_score_codex":0.00046258525,"about_ca_system_score_gemma":0.00018223311,"threshold_uncertainty_score":0.0033563375},"labels":[],"label_agreement":null},{"id":"W4386222423","doi":"10.1142/s0129183124500475","title":"Computational analysis of preheating cylindrical lithium-ion batteries with fin-assisted phase change material","year":2023,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":46,"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 Waterloo","funders":"","keywords":"Battery (electricity); Automotive engineering; Environmental science; Combustion; Phase-change material; Materials science; Fossil fuel; Thermal; Process engineering; Nuclear engineering; Computer science; Power (physics); Waste management; Engineering; Thermodynamics","score_opus":0.04645236069671448,"score_gpt":0.332649994095568,"score_spread":0.2861976333988535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386222423","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93661636,0.000837172,0.022917455,0.0008199092,0.00011720035,0.00011398286,0.0011944914,0.00019114168,0.037192203],"genre_scores_gemma":[0.98966205,0.0002175941,0.0049164575,0.000078364734,0.000016025657,0.00010059458,0.00041193518,0.00003689698,0.0045599854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988544,0.00002194572,0.000005667756,0.000015550362,0.000033260494,0.00003802248],"domain_scores_gemma":[0.99957496,0.0002904212,0.00003226268,0.00002055144,0.000056079403,0.000025614809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026545647,0.0004662132,0.0007830686,0.00035248362,0.0007883076,0.0009715974,0.00088510796,0.0012719241,0.00369386],"category_scores_gemma":[0.0009639017,0.00032147547,0.0008903587,0.00044259086,0.00078586396,0.0005123585,0.0005237805,0.00063495035,0.0002657743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000084715524,0.000049180377,0.0014727741,0.000097101176,0.00001620325,0.00016947347,0.00003755889,0.9930108,0.0016209866,0.0013133504,0.00037905943,0.001748744],"study_design_scores_gemma":[0.000014125001,0.000045394914,0.00055942,0.00000859403,0.000006129728,0.000022682236,0.00004634781,0.9980386,0.0005455139,0.00032573284,0.00038169508,0.0000057695274],"about_ca_topic_score_codex":0.016665172,"about_ca_topic_score_gemma":0.011225984,"teacher_disagreement_score":0.016665172,"about_ca_system_score_codex":0.0008016469,"about_ca_system_score_gemma":0.0011582171,"threshold_uncertainty_score":0.03313631},"labels":[],"label_agreement":null},{"id":"W4386416753","doi":"10.1142/s0129183124500487","title":"Numerical solution of Lock-exchange flow in a curved channel with an obstacle","year":2023,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Obstacle; Mechanics; Flow (mathematics); Channel (broadcasting); RADIUS; Current (fluid); Open-channel flow; Lock (firearm); Physics; Geology; Geometry; Computer science; Mathematics; Engineering; Telecommunications; Structural engineering; Geography","score_opus":0.01725574880367855,"score_gpt":0.2451710623047511,"score_spread":0.22791531350107255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386416753","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73897606,0.00089554634,0.22440942,0.0011287272,0.0002771674,0.00018118601,0.0005343357,0.00048102063,0.033116564],"genre_scores_gemma":[0.9738747,0.00021241048,0.020487025,0.00006479278,0.000024983225,0.00010874243,0.00012866476,0.000031434938,0.0050673364],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99985254,0.000029899236,0.000008211076,0.000026746018,0.00003101554,0.000051525887],"domain_scores_gemma":[0.9996234,0.00017609727,0.00005644877,0.000015608144,0.000076605626,0.00005171013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032828146,0.0004394383,0.00067614665,0.00054258277,0.0007938978,0.0007973159,0.00059454876,0.0017265009,0.0022259399],"category_scores_gemma":[0.0009766291,0.00026934352,0.00054797187,0.0005085078,0.0008918777,0.00045037095,0.00076463004,0.0005197015,0.0001637235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045361066,0.000043474545,0.002015563,0.00005548349,0.0000144978385,0.00026360387,0.000072359966,0.9891305,0.00196639,0.0035753103,0.00031193797,0.002505517],"study_design_scores_gemma":[0.000011020733,0.000013680136,0.00026414948,0.000004757734,0.0000024051908,0.000014455815,0.000028612252,0.9988127,0.00016296576,0.0004411622,0.00023866694,0.000005513155],"about_ca_topic_score_codex":0.020576065,"about_ca_topic_score_gemma":0.008898292,"teacher_disagreement_score":0.020576065,"about_ca_system_score_codex":0.0007621897,"about_ca_system_score_gemma":0.0014232207,"threshold_uncertainty_score":0.04091257},"labels":[],"label_agreement":null},{"id":"W4390267281","doi":"10.1142/s012918312450102x","title":"Mathematical modeling of tumor growth as a random process in the presence of interaction between tumor cells and normal cells","year":2023,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Tumor cells; Stochastic differential equation; Mathematics; Differential equation; Stochastic process; Statistical physics; Physics; Applied mathematics; Mathematical analysis; Statistics; Biology; Cancer research","score_opus":0.04135757139774115,"score_gpt":0.3302807091740041,"score_spread":0.28892313777626294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390267281","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.106709264,0.0016154594,0.87305194,0.0018446601,0.00015367786,0.00010069332,0.00028584717,0.000206523,0.016031845],"genre_scores_gemma":[0.9215772,0.0020304224,0.044427525,0.00028602226,0.0002379658,0.0003600949,0.00023289888,0.00007871278,0.030769037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952507,0.00011825653,0.00002367909,0.0001205971,0.0001420908,0.00007027427],"domain_scores_gemma":[0.9991903,0.0003706811,0.00024391197,0.000043044234,0.000093898794,0.000058242847],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007399825,0.00090780784,0.0012459833,0.0007252821,0.00051700824,0.0012219661,0.0019605407,0.0021690796,0.0016066043],"category_scores_gemma":[0.0015430372,0.00048798433,0.0009639096,0.00067248096,0.0012402141,0.0016856198,0.00092372036,0.0012787727,0.00036314616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004208665,0.00004783792,0.0009247839,0.00010955817,0.00004516164,0.0005369467,0.0001629696,0.839838,0.010993633,0.14371851,0.0005327595,0.0030477613],"study_design_scores_gemma":[0.000007675496,0.000023895183,0.00019531502,0.000004308159,0.00001305489,0.00009346621,0.000011044695,0.9909486,0.00031243413,0.007894474,0.00048579014,0.00000985698],"about_ca_topic_score_codex":0.003645713,"about_ca_topic_score_gemma":0.0015520613,"teacher_disagreement_score":0.003645713,"about_ca_system_score_codex":0.0009837718,"about_ca_system_score_gemma":0.0009100487,"threshold_uncertainty_score":0.0072489977},"labels":[],"label_agreement":null},{"id":"W4390267423","doi":"10.1142/s0129183124500992","title":"Logistic oscillator model for gross domestic product","year":2023,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Economic Theory and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Logistic function; China; Explosive material; Economics; Product (mathematics); Econometrics; Gross domestic product; Production (economics); Position (finance); Mathematics; Statistics; Economic growth; Geography; Macroeconomics; Finance","score_opus":0.10140482591549801,"score_gpt":0.3186094717826452,"score_spread":0.2172046458671472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390267423","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06449343,0.0021523403,0.8535222,0.0029999525,0.0004526755,0.00022832982,0.0038777723,0.00062627235,0.071647],"genre_scores_gemma":[0.8494872,0.002731104,0.041345485,0.00032088638,0.00021035115,0.00074530585,0.002022545,0.00024086557,0.10289632],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960166,0.000097218355,0.000016575998,0.00014468138,0.00007782284,0.00006213548],"domain_scores_gemma":[0.9996062,0.00018781636,0.00006828875,0.000024596497,0.000090069916,0.000023106139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066091755,0.0008033756,0.0006316876,0.0007577242,0.00037705767,0.001445958,0.0018856542,0.001567561,0.012803784],"category_scores_gemma":[0.0025060603,0.00030776655,0.0009447608,0.0010223531,0.00054751296,0.0018630967,0.0008334205,0.0012967057,0.0028301293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006710722,0.000054693388,0.0033470842,0.00017798228,0.00007232235,0.00045614244,0.00023901132,0.6668878,0.0020276282,0.30049342,0.0073512876,0.018825509],"study_design_scores_gemma":[0.00001813492,0.00003736883,0.0007851897,0.000024820472,0.00002338047,0.0001453,0.0000508832,0.9410352,0.0002150471,0.047899943,0.009735669,0.000029004817],"about_ca_topic_score_codex":0.0071042003,"about_ca_topic_score_gemma":0.0040870137,"teacher_disagreement_score":0.012803784,"about_ca_system_score_codex":0.0010465004,"about_ca_system_score_gemma":0.0009610164,"threshold_uncertainty_score":0.04283297},"labels":[],"label_agreement":null},{"id":"W4397002788","doi":"10.1142/s0129183124501675","title":"Exploring the dynamics of a four-dimensional Chua-like system: Numerical simulations and hardware investigations","year":2024,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":1,"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 Calgary","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Computer science; Dynamics (music); Statistical physics; Computational science; Physics","score_opus":0.0508687545104248,"score_gpt":0.26806913032762736,"score_spread":0.21720037581720256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4397002788","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91793114,0.00020618415,0.07366906,0.0003653022,0.00003403397,0.000050350107,0.00011453725,0.00019463275,0.0074348724],"genre_scores_gemma":[0.9784279,0.000095499614,0.020953087,0.000021691752,0.000004493909,0.000043631815,0.00004627481,0.000011565558,0.00039591495],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99987745,0.000033224434,0.000008338808,0.00001501594,0.000050275114,0.000015689278],"domain_scores_gemma":[0.99929094,0.00045621963,0.00006792847,0.00009214743,0.00006908411,0.000023610886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033323176,0.00021101118,0.00030046594,0.0002633312,0.00032656745,0.00041355868,0.0005175287,0.0004529497,0.0011800111],"category_scores_gemma":[0.0015428072,0.00013890673,0.00025320175,0.00024466723,0.0006700845,0.0005983157,0.00034801138,0.00041585474,0.000089234985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062631094,0.00008409212,0.0032409478,0.00012111518,0.00002191464,0.00014721278,0.00018913839,0.94491726,0.021829506,0.024159728,0.00015640917,0.0050700507],"study_design_scores_gemma":[0.0000073035,0.000030338639,0.00026529387,0.0000050387252,0.0000030542446,0.000015849211,0.000022943806,0.9950316,0.0030102415,0.001325119,0.00027809216,0.0000050672866],"about_ca_topic_score_codex":0.0020799222,"about_ca_topic_score_gemma":0.0015717683,"teacher_disagreement_score":0.0020799222,"about_ca_system_score_codex":0.00043426646,"about_ca_system_score_gemma":0.000573746,"threshold_uncertainty_score":0.0041356087},"labels":[],"label_agreement":null},{"id":"W4400156496","doi":"10.1142/s0129183124501985","title":"Two-level parallel load balancing strategy for accelerating DSMC simulations in near-continuum gases","year":2024,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Shanghai Academy of Spaceflight Technology","keywords":"Thread (computing); Computer science; Load balancing (electrical power); Parallel computing; Distributed computing; Supercomputer; Aerodynamics; Direct simulation Monte Carlo; Monte Carlo method; Mechanics; Mathematics; Physics","score_opus":0.08742809339156984,"score_gpt":0.36710068957964803,"score_spread":0.27967259618807816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400156496","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13401343,0.00050328573,0.84677315,0.00054752466,0.00021345788,0.0001716619,0.00013966853,0.0030139112,0.01462386],"genre_scores_gemma":[0.7332119,0.00021370455,0.26309052,0.00015142682,0.00005019754,0.00020070307,0.0002331838,0.00026630596,0.0025821733],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997725,0.000039751165,0.000011190592,0.000024313842,0.000117398886,0.00003490824],"domain_scores_gemma":[0.99978346,0.00004902553,0.000021182828,0.000028418457,0.000080377446,0.000037510792],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036785248,0.000506229,0.0004893046,0.0005012662,0.00073125283,0.0007770209,0.0010836321,0.0005883897,0.0018202775],"category_scores_gemma":[0.0008137271,0.0002673426,0.00038371186,0.0004938942,0.0003948151,0.00060106494,0.0009806158,0.0006653059,0.00048773133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002105362,0.00020953549,0.0026477224,0.00014633473,0.000042881875,0.00024213766,0.00016359233,0.8619922,0.035019327,0.019925186,0.0038504775,0.07555008],"study_design_scores_gemma":[0.000015062487,0.000015470561,0.00008888585,0.000002184229,0.0000024331239,0.000009864589,0.000007870139,0.9963625,0.0019774018,0.00070921343,0.00080464187,0.0000044170174],"about_ca_topic_score_codex":0.005717508,"about_ca_topic_score_gemma":0.0049335873,"teacher_disagreement_score":0.005717508,"about_ca_system_score_codex":0.0006824034,"about_ca_system_score_gemma":0.0014032198,"threshold_uncertainty_score":0.0113684535},"labels":[],"label_agreement":null},{"id":"W4409363421","doi":"10.1142/s0129183125500998","title":"Entropically driven agents","year":2025,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","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":"Ducks Unlimited Canada","funders":"","keywords":"Statistical physics; Computer science; Physics","score_opus":0.035577256280330004,"score_gpt":0.35142057225739726,"score_spread":0.3158433159770673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409363421","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62865204,0.00087596336,0.27659303,0.0021779535,0.00018372206,0.00013190317,0.00025183408,0.00040712874,0.09072628],"genre_scores_gemma":[0.97823226,0.00020105968,0.010615592,0.00014390727,0.000039759332,0.0000865288,0.00005714205,0.000026895354,0.010596743],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99981433,0.00004286128,0.00000788837,0.0000437713,0.000057636462,0.00003351789],"domain_scores_gemma":[0.9995703,0.00010843713,0.00009410613,0.00007513069,0.000056033008,0.000095963114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019202764,0.00025297276,0.00029376132,0.00033621604,0.00057106686,0.0010267128,0.0006996028,0.00056261686,0.0026491636],"category_scores_gemma":[0.0012470755,0.00014753429,0.00031654828,0.00015410058,0.0011332872,0.00094118546,0.0012562745,0.0005294343,0.00041839108],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057461544,0.00006318372,0.0029360384,0.00014002874,0.00007673842,0.0010061394,0.00067809795,0.14954226,0.03910672,0.7914305,0.0026940894,0.012268778],"study_design_scores_gemma":[0.000044584664,0.000107797445,0.0026869422,0.000025721318,0.00003463972,0.00067834195,0.00030774777,0.6254471,0.005028688,0.35274848,0.012835089,0.000054786702],"about_ca_topic_score_codex":0.0011708345,"about_ca_topic_score_gemma":0.0009472246,"teacher_disagreement_score":0.0026491636,"about_ca_system_score_codex":0.00043577573,"about_ca_system_score_gemma":0.00037859008,"threshold_uncertainty_score":0.008862317},"labels":[],"label_agreement":null},{"id":"W4414269700","doi":"10.1142/s0129183126500361","title":"A minimal neural network at the edge of chaos","year":2025,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Neural Networks and Applications","field":"Computer 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":"Ducks Unlimited Canada","funders":"","keywords":"Chaotic; Edge of chaos; Artificial neural network; Topology (electrical circuits); Simple (philosophy); SIGNAL (programming language); Biological neural network; Property (philosophy); Excitatory postsynaptic potential; Synchronization of chaos","score_opus":0.0166903305696617,"score_gpt":0.27803987849766026,"score_spread":0.2613495479279986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414269700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6246209,0.0010221491,0.311852,0.001720331,0.000114911636,0.000052861244,0.00023329993,0.00040781658,0.059975654],"genre_scores_gemma":[0.98282236,0.00014845961,0.012174651,0.00008074088,0.000020299212,0.000033761648,0.00005924387,0.000016346583,0.004644215],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999892,0.000032617267,0.000004647896,0.000028454386,0.000023617631,0.000018682282],"domain_scores_gemma":[0.99984515,0.00005228977,0.000020567466,0.000013134863,0.000027009552,0.000041732914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016446826,0.00018732726,0.00041176094,0.00030174022,0.00046636412,0.0005659701,0.0005061752,0.0005977266,0.0024056355],"category_scores_gemma":[0.00084724114,0.00018600482,0.00022849077,0.00013335768,0.0007052748,0.0006838757,0.00080783025,0.0003757329,0.0002343243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024014401,0.0000499785,0.0013134038,0.00020159976,0.00007022991,0.00051061175,0.0002161226,0.31663665,0.038003333,0.62349755,0.0023717566,0.016888723],"study_design_scores_gemma":[0.000028032282,0.000060235147,0.0004761688,0.000012415843,0.0000125887855,0.00009986819,0.000018539626,0.84124583,0.0011617291,0.1546236,0.0022487282,0.000012281461],"about_ca_topic_score_codex":0.001336084,"about_ca_topic_score_gemma":0.0014966277,"teacher_disagreement_score":0.0024056355,"about_ca_system_score_codex":0.00052067183,"about_ca_system_score_gemma":0.00036897635,"threshold_uncertainty_score":0.0080477},"labels":[],"label_agreement":null},{"id":"W4417069134","doi":"10.1142/s0129183127500318","title":"Multi-label classification of visceral diseases based on human acupoint networks via local-global graph neural networks","year":2025,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Machine Learning in Healthcare","field":"Computer 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":"Artificial Intelligence in Medicine (Canada)","funders":"National Natural Science Foundation of China","keywords":"Discriminative model; Pooling; Graph; Exploit; Key (lock); Partition (number theory); Artificial neural network; Representation (politics)","score_opus":0.033260396712567294,"score_gpt":0.3523976714122897,"score_spread":0.3191372746997224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417069134","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46637952,0.004172659,0.5172842,0.0011028382,0.00027240778,0.0002469887,0.0024624586,0.0020344248,0.0060443575],"genre_scores_gemma":[0.94672626,0.00061270583,0.04589628,0.00028469783,0.0001162387,0.000112679285,0.0025754606,0.000047212478,0.0036285492],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953437,0.00010001445,0.00002071483,0.00021732145,0.000072605886,0.000054974982],"domain_scores_gemma":[0.99946195,0.00022097587,0.00011086078,0.00005585424,0.000105691324,0.000044685225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006071094,0.0012281687,0.0007609758,0.001608425,0.00034017986,0.00066079566,0.0009725481,0.0010992164,0.0011401334],"category_scores_gemma":[0.0015594199,0.00022170135,0.0009836433,0.0010174841,0.00042231017,0.00090723543,0.0007868925,0.0008621821,0.00038172308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00087916624,0.0005451347,0.044322908,0.00036927228,0.0005269266,0.00067695335,0.00025099082,0.4033739,0.013817087,0.003956026,0.010449421,0.52083224],"study_design_scores_gemma":[0.000012188833,0.00006852477,0.004327,0.00001734889,0.00006105016,0.000089597,0.000041692747,0.9891293,0.0013179675,0.0043094936,0.0006113817,0.000014355301],"about_ca_topic_score_codex":0.006575553,"about_ca_topic_score_gemma":0.010522178,"teacher_disagreement_score":0.006575553,"about_ca_system_score_codex":0.00075395394,"about_ca_system_score_gemma":0.00043762886,"threshold_uncertainty_score":0.013074577},"labels":[],"label_agreement":null},{"id":"W4417517135","doi":"10.1142/s0129183127500379","title":"Modeling and analysis of interest-tag-driven information cocoons formation mechanisms","year":2025,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","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":"Artificial Intelligence in Medicine (Canada)","funders":"National Natural Science Foundation of China","keywords":"Perspective (graphical); Mechanism (biology); Phenomenon; Point of interest; Information aggregation; Dynamics (music); Information cascade","score_opus":0.023438415888979262,"score_gpt":0.29416543557828984,"score_spread":0.27072701968931057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417517135","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2536275,0.00047062975,0.7366187,0.00054410676,0.00006604618,0.00014123673,0.00018314504,0.00022141286,0.008127164],"genre_scores_gemma":[0.9736492,0.00035697877,0.022749456,0.0000489815,0.000025613768,0.00009970559,0.00007485736,0.000025317146,0.0029698003],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99957603,0.00015972111,0.000018846495,0.00008801461,0.00008149435,0.000075888245],"domain_scores_gemma":[0.99638164,0.0022810358,0.0005873812,0.00023018394,0.0003270107,0.00019270813],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023213,0.0005119672,0.00050754606,0.0010932372,0.0005699044,0.0011139812,0.00089137256,0.0011128224,0.0016193397],"category_scores_gemma":[0.0069431965,0.0003432812,0.00070552155,0.0007538835,0.00095041207,0.0019536838,0.00085632934,0.0007002819,0.00021674111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000077325094,0.000063517815,0.0055098045,0.00008668007,0.00005900855,0.00042524934,0.00035777345,0.87902975,0.0060128486,0.09602239,0.00085670094,0.01149897],"study_design_scores_gemma":[0.0000030252922,0.000007120617,0.00017802136,0.0000024862154,0.0000045688134,0.000018755318,0.000016746373,0.99508166,0.00020124674,0.004305945,0.0001770252,0.000003375469],"about_ca_topic_score_codex":0.0065312097,"about_ca_topic_score_gemma":0.0028203952,"teacher_disagreement_score":0.0065312097,"about_ca_system_score_codex":0.0010236148,"about_ca_system_score_gemma":0.00065926707,"threshold_uncertainty_score":0.012986362},"labels":[],"label_agreement":null}]}