{"meta":{"query_hash":"98cc97bd0033","filters":{"venue":"Birkhäuser Boston eBooks"},"cohort_total":110,"direct_labels_cover":0,"predictions_cover":110,"exported":110,"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/98cc97bd0033","api":"https://metacan.xera.ac/api/v1/cohort?venue=Birkh%C3%A4user+Boston+eBooks"},"results":[{"id":"W1031198416","doi":"10.1007/978-1-4612-0111-3_33","title":"Estimation of Boundary Conditions from Different Experimental Data Using the LTSN Method and Tikhonov Regularization","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","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 Alberta","funders":"","keywords":"Tikhonov regularization; Inverse problem; Regularization (linguistics); Applied mathematics; Inversion (geology); Mathematical optimization; Boundary value problem; Radiative transfer; Mathematics; Algorithm; Computer science; Mathematical analysis; Artificial intelligence; Physics; Optics","score_opus":0.07235502664361008,"score_gpt":0.3684647273848272,"score_spread":0.2961097007412171,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1031198416","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":[0.002452905,0.00015313101,0.9958831,0.000037950253,0.00001977906,0.000018123857,0.00008644372,0.0003331922,0.001015383],"genre_scores_gemma":[0.06572532,0.00039384246,0.93101066,0.00004773538,0.000032057495,0.00015928494,0.00053993706,0.00023451763,0.0018566163],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996259,0.00007518605,0.000019036317,0.0000770782,0.00018819714,0.000014618803],"domain_scores_gemma":[0.99966264,0.00016044761,0.00003458235,0.00006356399,0.000069528076,0.000009316062],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010593503,0.0006788928,0.00085467944,0.0011639323,0.0004364987,0.0010859356,0.00109838,0.0011081827,0.0027515108],"category_scores_gemma":[0.0018304383,0.00053604564,0.0006481329,0.0010454088,0.0007740588,0.0012150754,0.0007246583,0.0012726543,0.0014690729],"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":[0.000104960796,0.00008172484,0.0007195961,0.0005965371,0.000045021403,0.00016477068,0.00020728004,0.41202492,0.087026596,0.03259275,0.003014962,0.46342096],"study_design_scores_gemma":[0.000007688589,0.000011510171,0.00041087111,0.000024947354,0.000007041215,0.000043341275,0.000019185642,0.97301537,0.01175443,0.011465839,0.0032151728,0.000024553483],"about_ca_topic_score_codex":0.003518901,"about_ca_topic_score_gemma":0.0052716704,"teacher_disagreement_score":0.003518901,"about_ca_system_score_codex":0.0009426461,"about_ca_system_score_gemma":0.0010590672,"threshold_uncertainty_score":0.009204686},"labels":[],"label_agreement":null},{"id":"W105892963","doi":"10.1007/978-0-8176-8355-9_2","title":"Signalling Victory to Ensure Dominance: A Continuous Model","year":2012,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Experimental Behavioral Economics Studies","field":"Social Sciences","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":"Carleton University","funders":"","keywords":"CONTEST; Victory; Dominance (genetics); Economics; Population; Evolutionarily stable strategy; Microeconomics; Biology; Game theory; Political science; Demography; Politics; Sociology","score_opus":0.055622012054996256,"score_gpt":0.30624021585600836,"score_spread":0.2506182038010121,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W105892963","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":[0.15479124,0.0028904222,0.63154256,0.0071037896,0.0004789578,0.0001824463,0.0010981064,0.00041151626,0.201501],"genre_scores_gemma":[0.9187813,0.0014729848,0.030446474,0.0006130122,0.00023853262,0.00026837725,0.00022991214,0.00007812056,0.047871333],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999456,0.00019266024,0.000016313643,0.00011638778,0.00008889734,0.00012973351],"domain_scores_gemma":[0.9979157,0.0012966131,0.00020669503,0.000110681875,0.00018589364,0.0002843103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013550473,0.00085659453,0.0011058057,0.00052433443,0.0007163648,0.0027543341,0.0033165545,0.0036571836,0.013254791],"category_scores_gemma":[0.0041831755,0.00045230682,0.0011144483,0.0006780099,0.002127302,0.0020882683,0.0013233501,0.0023977868,0.0017844773],"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":[0.0001242367,0.00014219228,0.0010157514,0.0001303888,0.000050664596,0.00040588828,0.00023812066,0.3566122,0.0022115957,0.6266168,0.0038358995,0.008616267],"study_design_scores_gemma":[0.00006743214,0.00006908077,0.0003369601,0.000025006942,0.000025281866,0.00006851363,0.000052309813,0.8245438,0.00008748089,0.17225683,0.002440023,0.000027393891],"about_ca_topic_score_codex":0.006260919,"about_ca_topic_score_gemma":0.0031818075,"teacher_disagreement_score":0.013254791,"about_ca_system_score_codex":0.0019563837,"about_ca_system_score_gemma":0.0011216989,"threshold_uncertainty_score":0.044341683},"labels":[],"label_agreement":null},{"id":"W111166080","doi":"10.1007/978-1-4612-0181-6_20","title":"On Quasi-Frobenius Rings","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Rings, Modules, and Algebras","field":"Mathematics","cited_by":12,"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":"University of Calgary","keywords":"Conjecture; Mathematics; Radical of a ring; Ring (chemistry); Noetherian; Noetherian ring; Pure mathematics; Local ring; Principal ideal ring; Finitely-generated abelian group; Discrete mathematics; Combinatorics; Algebra over a field; Commutative ring; Commutative property","score_opus":0.04851350373592407,"score_gpt":0.2677053723144521,"score_spread":0.21919186857852802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W111166080","genre_codex":"other","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":[0.028199844,0.05022835,0.029176986,0.0022823203,0.00094667176,0.000031108302,0.00022838802,0.00022827476,0.8886781],"genre_scores_gemma":[0.24928549,0.061375454,0.020187033,0.0012397171,0.0013952524,0.00006588654,0.00045049973,0.00012989026,0.66587085],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99991,0.000016146269,0.0000037040177,0.000015613023,0.000044431577,0.000010073097],"domain_scores_gemma":[0.999897,0.000043845863,0.0000067897076,0.000018078037,0.000022397779,0.000011897957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002231162,0.0002909631,0.00016226397,0.0006202633,0.0003741316,0.00092739786,0.00025339038,0.00018014562,0.0089843245],"category_scores_gemma":[0.00035195594,0.00014351719,0.00013223627,0.00076416455,0.0008105175,0.0022889453,0.0004952092,0.00059777446,0.0025027904],"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":[0.000010538244,0.000016302678,0.00016878324,0.00016365384,0.0000024311996,0.000054945453,0.00029019694,0.00065536395,0.0014530134,0.9240573,0.017890174,0.055237245],"study_design_scores_gemma":[0.0000052078726,0.000021389043,0.0009645382,0.00012075531,0.0000046296327,0.00032038006,0.000110032975,0.001379059,0.0007876811,0.556184,0.44009566,0.000006711984],"about_ca_topic_score_codex":0.00062249805,"about_ca_topic_score_gemma":0.0008773809,"teacher_disagreement_score":0.0089843245,"about_ca_system_score_codex":0.0006144462,"about_ca_system_score_gemma":0.00036345545,"threshold_uncertainty_score":0.030055583},"labels":[],"label_agreement":null},{"id":"W118517186","doi":"10.1007/978-1-4612-0173-1_3","title":"Asymmetric Laplace Distributions","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":55,"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":"Mathematics; Distribution (mathematics); Laplace transform; Combinatorics; Mathematical analysis","score_opus":0.08645110163857828,"score_gpt":0.33723178505980556,"score_spread":0.2507806834212273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W118517186","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":[0.027694128,0.0055161966,0.67491823,0.0035197793,0.0011168476,0.00013609102,0.0011723057,0.0007717615,0.2851546],"genre_scores_gemma":[0.74022365,0.01081655,0.077548206,0.0044176537,0.005072033,0.00047727834,0.0023702483,0.0014153596,0.1576591],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99791545,0.0005553592,0.00007537689,0.0004929847,0.0006690916,0.0002917163],"domain_scores_gemma":[0.99586666,0.0020968951,0.0003835733,0.0004797161,0.0009218067,0.0002513464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019512725,0.0010066642,0.00089734927,0.0022558726,0.0011585266,0.0037532449,0.001489216,0.0014239603,0.03328462],"category_scores_gemma":[0.013279323,0.00047250502,0.0012824959,0.0013589263,0.0022589948,0.0040410166,0.0020942937,0.0027558685,0.008753486],"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":[0.000022715905,0.000024265875,0.000711189,0.00006429832,0.000015801192,0.00015704407,0.00013247877,0.006093155,0.0006319136,0.95967376,0.013029821,0.0194435],"study_design_scores_gemma":[0.000012618322,0.000021924021,0.0006067036,0.00005992697,0.000012544363,0.0005767373,0.000093536735,0.052745845,0.0005735861,0.90018636,0.04508033,0.00002999346],"about_ca_topic_score_codex":0.0012901182,"about_ca_topic_score_gemma":0.0008985068,"teacher_disagreement_score":0.03328462,"about_ca_system_score_codex":0.0018691362,"about_ca_system_score_gemma":0.0008113899,"threshold_uncertainty_score":0.11134821},"labels":[],"label_agreement":null},{"id":"W122731682","doi":"10.1007/978-1-4612-1334-5_10","title":"Optimal Censoring Schemes","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Methods and Inference","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":"University of Calgary; McMaster University","funders":"","keywords":"Censoring (clinical trials); Inference; Statistical inference; Computer science; Scheme (mathematics); Point (geometry); Mathematical optimization; Mathematics; Econometrics; Statistics; Artificial intelligence","score_opus":0.11885006732891286,"score_gpt":0.346049433002822,"score_spread":0.22719936567390914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W122731682","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":[0.0036589506,0.0014607125,0.97989655,0.0009898893,0.00022734697,0.00011926993,0.00019199167,0.00022535886,0.013229882],"genre_scores_gemma":[0.2502503,0.0044760294,0.7181109,0.0015492395,0.0007710617,0.0006517154,0.000702124,0.00033795414,0.023150556],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9868333,0.006371984,0.0008272902,0.002680933,0.0025375024,0.0007490921],"domain_scores_gemma":[0.9676531,0.019444896,0.0014771355,0.00895529,0.0019759848,0.00049361755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.018966388,0.0010961264,0.0015304849,0.0017259627,0.0010608131,0.0029335916,0.0034663475,0.0030990134,0.009857407],"category_scores_gemma":[0.056929275,0.0008429463,0.0017862642,0.00205166,0.0030798318,0.006295657,0.0035371531,0.005171802,0.002341433],"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":[0.000094927454,0.000037469617,0.00045236677,0.00016320823,0.00003778972,0.000048732854,0.00018632265,0.020627206,0.0006067901,0.9020302,0.00363071,0.07208436],"study_design_scores_gemma":[0.00006288493,0.000117062096,0.00050269096,0.00023523036,0.00004505452,0.00014957227,0.00005167458,0.0737847,0.0015497274,0.8984944,0.024963321,0.000043686665],"about_ca_topic_score_codex":0.0009621988,"about_ca_topic_score_gemma":0.00078488316,"teacher_disagreement_score":0.018966388,"about_ca_system_score_codex":0.0024578061,"about_ca_system_score_gemma":0.0020873821,"threshold_uncertainty_score":0.10030508},"labels":[],"label_agreement":null},{"id":"W127397322","doi":"10.1007/978-0-8176-4556-4_9","title":"Planning for Biodiversity Conservation Using Stochastic Programming","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":3,"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":"Biodiversity; Conservation Plan; Geography; Environmental resource management; Conservation biology; Environmental planning; Plan (archaeology); Habitat; Biodiversity conservation; Ecology; Biology; Environmental science","score_opus":0.34488155045424357,"score_gpt":0.26619317555232763,"score_spread":0.07868837490191594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W127397322","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":[0.013291949,0.0032321701,0.89062756,0.0043104994,0.00015312097,0.0001239943,0.00046525805,0.0003192402,0.087476216],"genre_scores_gemma":[0.583394,0.01148129,0.3351849,0.0005095632,0.00038179551,0.0006255236,0.0010373103,0.00020890881,0.06717667],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995448,0.00020896249,0.000016586502,0.000060058555,0.00011546147,0.00005418108],"domain_scores_gemma":[0.9992231,0.0005603882,0.000055573986,0.000030105552,0.00008336106,0.000047344256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010842289,0.0009638696,0.00049260195,0.00060035527,0.00050775683,0.0018544367,0.00082638994,0.0007093181,0.009831601],"category_scores_gemma":[0.0018857197,0.0003068349,0.0006745054,0.0011129758,0.0009201549,0.0008138457,0.0008573752,0.0013285303,0.0006157791],"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":[0.00001776782,0.000027238259,0.0003228486,0.00008378628,0.00002201381,0.00006326753,0.000057810026,0.70691055,0.0001559136,0.24823472,0.0071341963,0.036969893],"study_design_scores_gemma":[0.000015138301,0.000018055282,0.00016243775,0.00007297481,0.00000903035,0.000026828018,0.00003625271,0.7724338,0.00014147036,0.20217286,0.0248998,0.000011371123],"about_ca_topic_score_codex":0.0276712,"about_ca_topic_score_gemma":0.03671312,"teacher_disagreement_score":0.0276712,"about_ca_system_score_codex":0.003843493,"about_ca_system_score_gemma":0.0036108904,"threshold_uncertainty_score":0.055020273},"labels":[],"label_agreement":null},{"id":"W1486234516","doi":"10.1007/978-1-4612-1358-1_27","title":"Variable Kernel Estimates: on the Impossibility of Tuning the Parameters","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Bandwidth (computing); Monotonic function; Mathematics; Convexity; Kernel density estimation; Counterexample; Smoothness; Variable (mathematics); Applied mathematics; Kernel (algebra); Mathematical optimization; Computer science; Mathematical analysis; Statistics; Discrete mathematics; Estimator","score_opus":0.1300486292535554,"score_gpt":0.33499437719669495,"score_spread":0.20494574794313955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1486234516","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":[0.0064250818,0.0021414692,0.9778081,0.003166598,0.00011517218,0.000043379332,0.000094705174,0.00034438338,0.009861201],"genre_scores_gemma":[0.35068,0.0037136066,0.6325278,0.0028931347,0.00072817976,0.0006834714,0.00025644212,0.0009952041,0.0075220405],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9900237,0.005434956,0.00042409764,0.0018600705,0.001979981,0.0002772782],"domain_scores_gemma":[0.9252947,0.062830865,0.0017750565,0.008352529,0.001502066,0.00024477456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.019292075,0.0014321185,0.0020500333,0.0012167182,0.0011512043,0.003135381,0.003190094,0.0050642057,0.003448679],"category_scores_gemma":[0.102302484,0.0013761387,0.001018728,0.0011394802,0.008670332,0.011101751,0.004713729,0.009457287,0.0017038642],"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":[0.00021579562,0.00004685325,0.0007118129,0.00035328514,0.000083487204,0.00010904777,0.00033319026,0.039127745,0.0017231501,0.8375853,0.008497499,0.111213],"study_design_scores_gemma":[0.00004641697,0.00003524293,0.00026950342,0.00012426742,0.000025176396,0.00018604417,0.000054568456,0.087235875,0.0016811177,0.9026934,0.007603962,0.000044316435],"about_ca_topic_score_codex":0.0008076044,"about_ca_topic_score_gemma":0.00042006516,"teacher_disagreement_score":0.019292075,"about_ca_system_score_codex":0.0011886831,"about_ca_system_score_gemma":0.0007596807,"threshold_uncertainty_score":0.102027416},"labels":[],"label_agreement":null},{"id":"W1486867330","doi":"10.1007/978-1-4612-0211-0_41","title":"Entrainment and Quasiperiodicity","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Topics in Algebra","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Quasiperiodicity; Entrainment (biomusicology); History; Philosophy; Physics; Aesthetics; Condensed matter physics","score_opus":0.05067392324462773,"score_gpt":0.291302851875655,"score_spread":0.2406289286310273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1486867330","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05468109,0.042809643,0.058802307,0.0033331017,0.001874507,0.000023081624,0.00014051404,0.00034360294,0.8379922],"genre_scores_gemma":[0.6029129,0.021130858,0.0069807004,0.0005287955,0.0026835687,0.0000612489,0.0001496596,0.00022708361,0.36532515],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99991834,0.000016428896,0.0000033273818,0.000014017914,0.000036675014,0.0000111526115],"domain_scores_gemma":[0.9999118,0.000025892916,0.000011100406,0.000026496282,0.000011381106,0.000013448885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014564645,0.00040465448,0.00037101476,0.0006592074,0.00045338683,0.0011127256,0.00031893345,0.0004878183,0.0067230947],"category_scores_gemma":[0.000399392,0.00016258302,0.00015484101,0.00055897253,0.0013492826,0.00148658,0.00077649567,0.00096838136,0.0014184357],"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":[0.0000103811,0.000009905374,0.0000536685,0.00004219324,0.0000038844346,0.000043227697,0.00011924615,0.00093634345,0.0012120514,0.958937,0.007608296,0.031023819],"study_design_scores_gemma":[0.0000058231267,0.000014354409,0.0004264144,0.000025196328,0.0000039801644,0.0001457368,0.00006251764,0.0029097663,0.00055778335,0.928617,0.06722282,0.0000085110505],"about_ca_topic_score_codex":0.00038602718,"about_ca_topic_score_gemma":0.00035045695,"teacher_disagreement_score":0.0067230947,"about_ca_system_score_codex":0.0005322491,"about_ca_system_score_gemma":0.00020709728,"threshold_uncertainty_score":0.022491038},"labels":[],"label_agreement":null},{"id":"W1519360556","doi":"10.1007/0-8176-4404-0_20","title":"Control Loops in RTLinux","year":2005,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Real-Time Systems Scheduling","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":"Tellabs (Canada)","funders":"","keywords":"Computer science; Schematic; Controller (irrigation); Embedded system; Software; Reuse; Scheduling (production processes); Operating system; Engineering; Electrical engineering","score_opus":0.015736306386249507,"score_gpt":0.22006245992271314,"score_spread":0.20432615353646363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1519360556","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006348617,0.0015420985,0.749762,0.000541588,0.00074708555,0.0003820962,0.0026748374,0.14107428,0.096927375],"genre_scores_gemma":[0.19244607,0.0025681201,0.5217257,0.0030383037,0.00058032625,0.002466296,0.011689098,0.05636329,0.20912269],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99863154,0.00022575699,0.00012582344,0.0002424325,0.0005554975,0.00021890887],"domain_scores_gemma":[0.99918836,0.0002544853,0.00009901689,0.00017858192,0.0002273425,0.000052223637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010576572,0.0014919328,0.0006175546,0.0010355958,0.0005773335,0.0029410238,0.0019789257,0.00079013925,0.07578609],"category_scores_gemma":[0.0027179618,0.0008288113,0.000653838,0.00075090805,0.0008017802,0.002627437,0.0012065615,0.002345038,0.030476484],"study_design_candidate":"not_applicable","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":[0.0019819695,0.00019203193,0.001648442,0.0018416308,0.00010511569,0.00064960716,0.0015818074,0.021206321,0.044130255,0.20540754,0.32120043,0.40005478],"study_design_scores_gemma":[0.00016648292,0.00016847314,0.00030992983,0.00019963893,0.000044796816,0.00043426783,0.000062825646,0.022044858,0.034839813,0.019643234,0.9220122,0.00007343059],"about_ca_topic_score_codex":0.0014746055,"about_ca_topic_score_gemma":0.0012202151,"teacher_disagreement_score":0.07578609,"about_ca_system_score_codex":0.0013016156,"about_ca_system_score_gemma":0.001110651,"threshold_uncertainty_score":0.25352973},"labels":[],"label_agreement":null},{"id":"W152137663","doi":"10.1007/978-1-4612-1330-7_7","title":"Energy Method in Elasticity Theory","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Dynamics and Control of Mechanical Systems","field":"Engineering","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":"STMicroelectronics (Canada)","funders":"","keywords":"Analytical mechanics; Classical mechanics; Work (physics); Elasticity (physics); Differential (mechanical device); Invariant (physics); Differential equation; Mathematics; Physics; Theoretical physics; Mathematical analysis; Mathematical physics; Quantum mechanics; Thermodynamics","score_opus":0.007728753169798296,"score_gpt":0.1955432390510697,"score_spread":0.18781448588127142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W152137663","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":[0.0033851604,0.059497137,0.5900572,0.0069327718,0.003929507,0.00009063782,0.0002987805,0.00047415245,0.33533463],"genre_scores_gemma":[0.14662693,0.044492304,0.35019907,0.0049373307,0.0041181403,0.00049277296,0.0004805593,0.0011773879,0.4474755],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994324,0.00017433631,0.000021179347,0.00010084858,0.00023739784,0.0000337555],"domain_scores_gemma":[0.9997408,0.00013347268,0.000014148026,0.00004111944,0.00005363252,0.000016853046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00085192756,0.00090004905,0.00082447106,0.0015482495,0.00092838577,0.001510807,0.0010988462,0.0016698549,0.015936665],"category_scores_gemma":[0.0010660148,0.0003688487,0.00073747215,0.0014749806,0.0025606905,0.003444948,0.0015689244,0.0028655736,0.0063854856],"study_design_candidate":"not_applicable","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":[0.0000044387466,0.000009068991,0.000029188557,0.00007598473,0.0000052760206,0.00003579918,0.000055856635,0.0009704296,0.00033405333,0.9733568,0.0062230635,0.018899988],"study_design_scores_gemma":[0.000005218352,0.000012677529,0.0000854852,0.000073043535,0.000004192052,0.00012248787,0.00003694172,0.0038607686,0.0003066693,0.8646369,0.13084374,0.000011887559],"about_ca_topic_score_codex":0.0008856631,"about_ca_topic_score_gemma":0.00085531606,"teacher_disagreement_score":0.015936665,"about_ca_system_score_codex":0.0010741134,"about_ca_system_score_gemma":0.00077728415,"threshold_uncertainty_score":0.053313494},"labels":[],"label_agreement":null},{"id":"W1521936648","doi":"10.1007/978-1-4612-0077-2","title":"Deterministic and Stochastic Time-Delay Systems","year":2002,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":452,"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":"Heat exchanger; Nonlinear system; Computer science; Control theory (sociology); Mathematical optimization; Mathematics; Engineering; Mechanical engineering; Physics; Artificial intelligence; Control (management)","score_opus":0.006628459526668695,"score_gpt":0.16993783372167606,"score_spread":0.16330937419500738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1521936648","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014495968,0.036092084,0.61522543,0.0043980563,0.0037484686,0.00009566291,0.0013449866,0.000599926,0.32399943],"genre_scores_gemma":[0.4513961,0.055198297,0.093853325,0.0014338751,0.0026258347,0.0002837258,0.0018647562,0.00017998026,0.3931641],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99978787,0.000024932293,0.000010971072,0.00003904225,0.00011467782,0.000022510403],"domain_scores_gemma":[0.99985397,0.00007144794,0.000014232399,0.000019646088,0.000029928064,0.000010764468],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020214543,0.0006556589,0.00030231985,0.00027548365,0.00021215262,0.00070393825,0.00031880732,0.0004511459,0.0075372467],"category_scores_gemma":[0.00070147746,0.00021558117,0.00027995408,0.00055824546,0.0003778801,0.00066513405,0.00042322662,0.0008251003,0.0013484327],"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":[0.000034813216,0.000027736465,0.00020042145,0.00023299459,0.000026793059,0.0001275881,0.00005330672,0.10415782,0.0021034176,0.75450206,0.036212537,0.102320544],"study_design_scores_gemma":[0.000023135555,0.000054437278,0.0005704018,0.000074467775,0.000017585218,0.00019456107,0.000028519682,0.19132467,0.0011328919,0.49566144,0.310895,0.00002279369],"about_ca_topic_score_codex":0.0010331401,"about_ca_topic_score_gemma":0.0011223846,"teacher_disagreement_score":0.0075372467,"about_ca_system_score_codex":0.00054912525,"about_ca_system_score_gemma":0.00061213586,"threshold_uncertainty_score":0.025214612},"labels":[],"label_agreement":null},{"id":"W1526584819","doi":"10.1007/978-0-8176-4639-4_7","title":"Some Extensions of the Siegel-Weil Formula","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Algebra and Geometry","field":"Mathematics","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 Toronto","funders":"","keywords":"Eisenstein series; Mathematics; Pure mathematics; Algebra over a field; Series (stratigraphy); Modular form","score_opus":0.07968906881913644,"score_gpt":0.31367392622920004,"score_spread":0.23398485741006358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1526584819","genre_codex":"other","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":[0.07658385,0.123325355,0.054130908,0.006678816,0.0032066843,0.000044698572,0.00022080548,0.00027993496,0.735529],"genre_scores_gemma":[0.4996036,0.21872605,0.050652202,0.0028540923,0.011869386,0.00015286627,0.0006491113,0.0002641082,0.21522863],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999803,0.000046118537,0.000013578092,0.000033715696,0.000077550205,0.000026017222],"domain_scores_gemma":[0.9997453,0.000115191615,0.000023353992,0.000038114766,0.0000478287,0.000030196785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006915115,0.00052305777,0.0004782236,0.0017833571,0.0009181883,0.0019675808,0.00063164486,0.00056020275,0.005570823],"category_scores_gemma":[0.0013878504,0.00027548627,0.00055072684,0.002191104,0.0015343269,0.0054024938,0.0011713359,0.0020853211,0.0011564234],"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":[0.000009088028,0.000021280553,0.00008318868,0.00009898062,0.0000036582146,0.00009281828,0.00015969368,0.00037206584,0.00040097535,0.96223223,0.004471169,0.032054808],"study_design_scores_gemma":[0.000005834995,0.000023586586,0.00028500508,0.00009367778,0.000005713651,0.00032999524,0.00008045442,0.001105934,0.00035346174,0.89876753,0.09893676,0.000012023848],"about_ca_topic_score_codex":0.00049962767,"about_ca_topic_score_gemma":0.00060626114,"teacher_disagreement_score":0.005570823,"about_ca_system_score_codex":0.0010596894,"about_ca_system_score_gemma":0.00036207953,"threshold_uncertainty_score":0.018636286},"labels":[],"label_agreement":null},{"id":"W1531695429","doi":"10.1007/978-1-4612-0211-0_6","title":"The Numerical Approach","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Numerical methods for differential equations","field":"Mathematics","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 the Fraser Valley; Simon Fraser University","funders":"","keywords":"Ode; Nonlinear system; Solver; Ordinary differential equation; Computer science; Partial differential equation; Simple (philosophy); Numerical analysis; Applied mathematics; Finite difference; Calculus (dental); Differential equation; Mathematics; Mathematical analysis; Physics; Programming language","score_opus":0.10149684487024062,"score_gpt":0.3304079506983631,"score_spread":0.22891110582812246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1531695429","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":[0.0015339532,0.008262823,0.70605683,0.006784139,0.0026418814,0.00045954218,0.000482314,0.0011784845,0.2726001],"genre_scores_gemma":[0.07310528,0.022115145,0.66697365,0.00518562,0.0026926768,0.0018233381,0.0014279493,0.0014486067,0.22522768],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965373,0.0007804983,0.00018894079,0.0005414233,0.001804641,0.00014729351],"domain_scores_gemma":[0.99776757,0.0005718955,0.00009810233,0.0006580594,0.00078879064,0.000115491646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002390624,0.0011173041,0.0011041684,0.0014340961,0.0016159096,0.0074348026,0.003338095,0.002774821,0.03211543],"category_scores_gemma":[0.007816273,0.0005349197,0.0011167916,0.0013234061,0.0027991203,0.004416703,0.005407703,0.0039467695,0.019853754],"study_design_candidate":"not_applicable","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":[0.000016841086,0.00003142104,0.00022985067,0.00040717243,0.000029947529,0.00008292445,0.0003451652,0.00807857,0.0012627231,0.85002035,0.031897206,0.10759786],"study_design_scores_gemma":[0.000016257769,0.000027992413,0.00014003123,0.000364556,0.000017794537,0.00022544678,0.00016728915,0.02044623,0.0010397955,0.37541482,0.6021119,0.000027908609],"about_ca_topic_score_codex":0.0015815031,"about_ca_topic_score_gemma":0.0010327006,"teacher_disagreement_score":0.03211543,"about_ca_system_score_codex":0.0018302788,"about_ca_system_score_gemma":0.0037098867,"threshold_uncertainty_score":0.107436836},"labels":[],"label_agreement":null},{"id":"W15520976","doi":"10.1007/978-0-8176-8268-2_13","title":"A History-of-Mathematics Course for Teachers, Based on Great Quotations","year":2011,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","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":"York University","funders":"","keywords":"Genius; Curiosity; History of mathematics; Mathematics education; Course (navigation); Mathematics; Literature; Engineering; Art; Psychology","score_opus":0.10777613324622942,"score_gpt":0.28723315477573436,"score_spread":0.17945702152950493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W15520976","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008387924,0.013419225,0.022171415,0.023317255,0.011461276,0.0002422931,0.0007882675,0.0013654818,0.9188468],"genre_scores_gemma":[0.03355672,0.0076422812,0.01852058,0.0034200728,0.0019179703,0.00020981458,0.00091036706,0.00072654476,0.93309563],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99980253,0.000055062203,0.000013291155,0.000028826891,0.00007428852,0.00002598428],"domain_scores_gemma":[0.9994367,0.00023593855,0.000031240135,0.00004758775,0.00011603621,0.00013252573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004458829,0.0006329016,0.00036953608,0.0010367018,0.0014753977,0.0018295662,0.00054117583,0.00072642835,0.067247786],"category_scores_gemma":[0.0018631393,0.00023918826,0.00024710537,0.0010367606,0.0012114091,0.004415579,0.0020214636,0.00138796,0.022528376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034876353,0.00009252323,0.00030149522,0.00024131121,0.0000018514662,0.00023424599,0.0027144782,0.00023533714,0.0016452777,0.08913887,0.75246125,0.15289849],"study_design_scores_gemma":[0.0000036812057,0.000013865565,0.000457524,0.00014179556,8.3941814e-7,0.000152529,0.0005267435,0.00008504744,0.00015840644,0.011934293,0.98652077,0.000004575711],"about_ca_topic_score_codex":0.00090632174,"about_ca_topic_score_gemma":0.004825325,"teacher_disagreement_score":0.067247786,"about_ca_system_score_codex":0.001294021,"about_ca_system_score_gemma":0.001370867,"threshold_uncertainty_score":0.22496623},"labels":[],"label_agreement":null},{"id":"W1575997308","doi":"10.1007/978-1-4612-0211-0_31","title":"Relaxation Oscillations: Drinking Bird","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Circadian rhythm and melatonin","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Relaxation (psychology); Materials science; Nuclear magnetic resonance; Physics; Condensed matter physics; Psychology; Neuroscience","score_opus":0.04128390127735813,"score_gpt":0.2473049719441118,"score_spread":0.20602107066675368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1575997308","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007876284,0.3462803,0.020206803,0.004862741,0.005393591,0.000042079664,0.000207575,0.0005361198,0.61459446],"genre_scores_gemma":[0.045794915,0.10246228,0.0066050207,0.0013237464,0.0018868207,0.000058828773,0.00022094276,0.00023608495,0.84141135],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9999653,0.000004648981,0.0000014006832,0.000011838192,0.00001225,0.0000044660787],"domain_scores_gemma":[0.9999814,0.000003670166,0.000001542226,0.0000024391195,0.000004855322,0.0000059934187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010675474,0.0005468013,0.0003496259,0.000533656,0.0003944861,0.0008181772,0.00039492617,0.00062099204,0.013141168],"category_scores_gemma":[0.00011869772,0.0001713291,0.00014255114,0.00045918638,0.00052987935,0.0010381769,0.00057599816,0.00089995604,0.0051763942],"study_design_candidate":"not_applicable","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":[0.00006488959,0.00005306943,0.00022577395,0.00039180106,0.000009860639,0.00014383566,0.00037485437,0.000524266,0.01032305,0.062284667,0.10618261,0.81942135],"study_design_scores_gemma":[0.000006009839,0.000049556453,0.0017107179,0.00016063215,0.000008707276,0.00029067174,0.00014063006,0.0004637545,0.0014460691,0.027079646,0.96863204,0.000011593441],"about_ca_topic_score_codex":0.0022014168,"about_ca_topic_score_gemma":0.004889652,"teacher_disagreement_score":0.013141168,"about_ca_system_score_codex":0.0004601596,"about_ca_system_score_gemma":0.00023723456,"threshold_uncertainty_score":0.043961525},"labels":[],"label_agreement":null},{"id":"W1581557882","doi":"10.1007/0-8176-4419-9_10","title":"Localization theorems by symplectic cuts","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Geometric and Algebraic Topology","field":"Mathematics","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 Toronto","funders":"","keywords":"Mathematics; Symplectic geometry; Equivariant map; Pure mathematics; Symplectic manifold; Moment map; Equivariant cohomology; Torus; Zero (linguistics); Hamiltonian (control theory); Cone (formal languages); Mathematical analysis; Cohomology; Geometry","score_opus":0.06302578626429393,"score_gpt":0.30299219426374097,"score_spread":0.23996640799944702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1581557882","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1790277,0.010313356,0.3340525,0.0036102482,0.0008879101,0.00008343621,0.0004552668,0.0010113837,0.47055814],"genre_scores_gemma":[0.88538945,0.004300463,0.040102273,0.00092543475,0.0005196318,0.0001323662,0.00030140032,0.00031431354,0.068014726],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99972206,0.000060386777,0.000014513684,0.000066618704,0.00009145642,0.000044939974],"domain_scores_gemma":[0.99965405,0.00013706429,0.000032432414,0.000055141092,0.00007773975,0.000043605804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068468077,0.0005132268,0.00039942953,0.0017388999,0.0008320561,0.001780732,0.0006326046,0.00050022214,0.004064088],"category_scores_gemma":[0.0015405553,0.00030019876,0.000475171,0.00081149966,0.0027485157,0.0045246566,0.0019036586,0.0017826249,0.0007456168],"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":[0.0000036620006,0.0000025113752,0.000033100132,0.00001766792,0.0000015823554,0.000023363084,0.00011010683,0.0002133048,0.00020361782,0.99409616,0.0010240686,0.004270932],"study_design_scores_gemma":[0.000008532749,0.000017703009,0.00019794398,0.000027721351,0.000005272398,0.00019330016,0.000115019335,0.0029855676,0.0005279949,0.977996,0.017917173,0.00000775774],"about_ca_topic_score_codex":0.00072667864,"about_ca_topic_score_gemma":0.0006562937,"teacher_disagreement_score":0.004064088,"about_ca_system_score_codex":0.0015564961,"about_ca_system_score_gemma":0.00040643822,"threshold_uncertainty_score":0.0135957},"labels":[],"label_agreement":null},{"id":"W1581716317","doi":"10.1007/978-1-4612-0211-0_2","title":"Nonlinear Systems. Part I","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Experimental and Theoretical Physics Studies","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":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Nonlinear system; Kinetic energy; Classical mechanics; Lagrangian; Displacement (psychology); Physics; Analytical mechanics; Point (geometry); Function (biology); Potential energy; Energy (signal processing); Mathematics; Calculus (dental); Mechanics; Theoretical physics; Geometry; Quantum mechanics; Quantum statistical mechanics","score_opus":0.014698564870537553,"score_gpt":0.22818365862403558,"score_spread":0.21348509375349803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1581716317","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030659293,0.2943396,0.043617096,0.00768898,0.025427554,0.00016352815,0.00085724227,0.00037265802,0.62446743],"genre_scores_gemma":[0.055510797,0.13863572,0.015060678,0.0074274237,0.015394757,0.000506556,0.0010895643,0.00031714432,0.7660573],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99978274,0.00004105628,0.000010234385,0.000061526946,0.00008435255,0.000020024732],"domain_scores_gemma":[0.9998271,0.00005067746,0.000016781923,0.00003434146,0.000054886455,0.000016184178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035664527,0.0011068871,0.000591822,0.00070651504,0.00069799286,0.0013829067,0.0006150204,0.0011783516,0.035160106],"category_scores_gemma":[0.00055565895,0.00027123812,0.00045462523,0.0008764388,0.0016687933,0.0013019422,0.0009674924,0.0017236582,0.012737852],"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":[0.00002323616,0.000046589448,0.00030913576,0.001008311,0.000025659154,0.00016246326,0.00046342806,0.0016937305,0.0015518862,0.5760975,0.25657734,0.16204074],"study_design_scores_gemma":[0.000005331724,0.000036381418,0.0006487514,0.00026058254,0.000008269418,0.0002698667,0.00006693048,0.0011031309,0.000248978,0.22903521,0.7683035,0.0000131119195],"about_ca_topic_score_codex":0.001314821,"about_ca_topic_score_gemma":0.0013771848,"teacher_disagreement_score":0.035160106,"about_ca_system_score_codex":0.00087062543,"about_ca_system_score_gemma":0.00073350995,"threshold_uncertainty_score":0.11762226},"labels":[],"label_agreement":null},{"id":"W158772406","doi":"10.1007/978-1-4612-0077-2_11","title":"Robust H∞ and Guaranteed Cost Control for Jump Linear Systems with Time Delay","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Control Systems Optimization","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Robustness (evolution); Control theory (sociology); Linear system; Robust control; Markov chain; Computer science; Nonlinear system; Mathematical optimization; Bounded function; Control system; Mathematics; Control (management); Engineering","score_opus":0.015782964875250206,"score_gpt":0.18333221988632456,"score_spread":0.16754925501107434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W158772406","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":[0.0060950005,0.07593291,0.78668517,0.0010865995,0.0011150923,0.000060708215,0.00018906486,0.001020994,0.12781449],"genre_scores_gemma":[0.29021335,0.1258535,0.24181771,0.0013757754,0.002225044,0.0003991944,0.00089546765,0.00067359756,0.3365463],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99978226,0.000025016228,0.000009656064,0.000031624262,0.0001413361,0.000010145269],"domain_scores_gemma":[0.999871,0.00007615595,0.000009654085,0.0000138678115,0.000025117566,0.0000041167746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000230345,0.0007598063,0.00045164846,0.00037811862,0.00015672571,0.00089456106,0.00064978027,0.0007515352,0.0052507655],"category_scores_gemma":[0.00049638667,0.00024580548,0.00035917942,0.0006401547,0.00053193286,0.00095616677,0.0003173263,0.0012539924,0.0016719485],"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":[0.00007991125,0.00008074658,0.00013609239,0.0010934304,0.00005264854,0.00026959457,0.00021925972,0.13516223,0.008347833,0.31904662,0.04304419,0.49246746],"study_design_scores_gemma":[0.000033593133,0.00024184787,0.000919814,0.0003803542,0.00004720043,0.0004252051,0.00007435988,0.3330324,0.0062279142,0.25811,0.4004474,0.00005995064],"about_ca_topic_score_codex":0.00096956856,"about_ca_topic_score_gemma":0.0007596807,"teacher_disagreement_score":0.0052507655,"about_ca_system_score_codex":0.0004736836,"about_ca_system_score_gemma":0.00040791012,"threshold_uncertainty_score":0.017565489},"labels":[],"label_agreement":null},{"id":"W1588674543","doi":"10.1007/978-0-8176-8298-9_1","title":"The Number of Primes Below a Given Limit","year":2011,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Analytic Number Theory Research","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":"Royal Ottawa Mental Health Centre","funders":"","keywords":"Limit (mathematics); Mathematics; Mathematical analysis","score_opus":0.08843554629551047,"score_gpt":0.3271888737156572,"score_spread":0.2387533274201467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1588674543","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10395078,0.018712513,0.04333544,0.008227615,0.0019199101,0.000057693447,0.0003524983,0.0009150578,0.8225286],"genre_scores_gemma":[0.7699935,0.009765464,0.021022921,0.0017401236,0.0020146044,0.00030142345,0.00033124044,0.0004275944,0.19440307],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99937004,0.00009344736,0.000026601958,0.00018420235,0.00022150538,0.000104254024],"domain_scores_gemma":[0.99885297,0.0006151823,0.00006453496,0.00013088365,0.0001767505,0.00015970452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095139147,0.0005039715,0.00082006917,0.001503144,0.0019266926,0.004698629,0.0010846985,0.0011454718,0.018255891],"category_scores_gemma":[0.004605983,0.00034700125,0.00033931294,0.0010002042,0.0031505197,0.0069234096,0.0015713853,0.0022504742,0.0063352007],"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":[0.00005989093,0.0000160556,0.00021172473,0.00008648342,0.0000047131316,0.00010723979,0.00027459304,0.00027157593,0.000967606,0.9702299,0.0060700895,0.021700067],"study_design_scores_gemma":[0.000022653981,0.000054793552,0.00032715526,0.00012641764,0.000016494236,0.00074845034,0.00017216409,0.0018845383,0.0019532326,0.9040783,0.09059742,0.000018441811],"about_ca_topic_score_codex":0.00024503682,"about_ca_topic_score_gemma":0.00015194115,"teacher_disagreement_score":0.018255891,"about_ca_system_score_codex":0.0012883168,"about_ca_system_score_gemma":0.0006423071,"threshold_uncertainty_score":0.06107205},"labels":[],"label_agreement":null},{"id":"W162046381","doi":"10.1007/978-1-4612-2044-2_24","title":"The Quantum/Classical Interface: Insights from Clifford’s (Geometric) Algebra","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Algebraic and Geometric Analysis","field":"Mathematics","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 Windsor","funders":"","keywords":"Clifford algebra; Geometric algebra; Spinor; Multivector; Algebra over a field; Formalism (music); Quantum; Theoretical physics; Physics; Algebraic number; Algebra representation; Mathematics; Quantum mechanics; Pure mathematics; Jordan algebra; Mathematical analysis","score_opus":0.04157650573570331,"score_gpt":0.276947880113279,"score_spread":0.23537137437757566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W162046381","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04482207,0.038477946,0.12205838,0.011727618,0.00091341883,0.000021774114,0.00012957746,0.00019844617,0.78165084],"genre_scores_gemma":[0.8470746,0.01875951,0.038717117,0.0019376769,0.001180633,0.000042825992,0.00012513947,0.000111389694,0.09205109],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99980396,0.00006936854,0.000009214362,0.00002205113,0.000075240045,0.000020260513],"domain_scores_gemma":[0.99981326,0.00009372742,0.00001327131,0.000024939181,0.000035582856,0.000019189985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060163205,0.0003117937,0.0002083665,0.0011121777,0.00096954225,0.0020347813,0.0005118979,0.0005002383,0.0021414114],"category_scores_gemma":[0.00065118383,0.00015012443,0.00022998403,0.0010165892,0.004363103,0.0043850797,0.00068965525,0.0012891466,0.0004335003],"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":[0.0000010252643,0.0000017420833,0.000016712465,0.000008171029,3.4795113e-7,0.000010917125,0.0001348236,0.000100311234,0.00007988309,0.99552464,0.0011666464,0.0029548064],"study_design_scores_gemma":[7.8118927e-7,0.000002975642,0.00009320892,0.000010810026,7.433665e-7,0.00004415366,0.0000956022,0.00073980744,0.00008013967,0.9707163,0.02821295,0.0000024837536],"about_ca_topic_score_codex":0.002097061,"about_ca_topic_score_gemma":0.0026484204,"teacher_disagreement_score":0.0023093817,"about_ca_system_score_codex":0.0023093817,"about_ca_system_score_gemma":0.0007869836,"threshold_uncertainty_score":0.01675582},"labels":[],"label_agreement":null},{"id":"W16658445","doi":"10.1007/978-0-8176-4685-1_6","title":"Emmy Noether and the Advent of Abstract Algebra","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Noether's theorem; Algebra over a field; Mathematics; Pure mathematics; Mathematical physics; Lagrangian","score_opus":0.07364891895553322,"score_gpt":0.29349192252868367,"score_spread":0.21984300357315045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W16658445","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0036020856,0.12277317,0.007093289,0.022575907,0.0038192184,0.000011163226,0.00009473344,0.00006572773,0.83996457],"genre_scores_gemma":[0.22443691,0.060826156,0.006959449,0.0074004494,0.0043617934,0.000055179924,0.000111410176,0.00021151558,0.6956371],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99951994,0.00021835494,0.000015216507,0.00007915468,0.00012459372,0.000042709784],"domain_scores_gemma":[0.99958163,0.00025398066,0.000020645988,0.000052600346,0.00005929196,0.000031824045],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009453384,0.0005516173,0.00043866507,0.00095227524,0.0016887955,0.0028793553,0.0004863852,0.0013874117,0.009758491],"category_scores_gemma":[0.0022665164,0.0003894917,0.00025688738,0.00083200657,0.0065340656,0.0072268085,0.0013051659,0.0035788158,0.0027725564],"study_design_candidate":"not_applicable","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":[0.0000070385154,0.0000040681334,0.000022133958,0.000016439717,7.778932e-7,0.00001044674,0.00026160973,0.000050053764,0.000038940037,0.9784822,0.016217515,0.0048887935],"study_design_scores_gemma":[0.0000035128492,0.0000043348286,0.000088973124,0.000058345657,0.0000011982773,0.000034267763,0.00013382712,0.00010020608,0.000061663035,0.6498163,0.3496931,0.0000044063395],"about_ca_topic_score_codex":0.002103407,"about_ca_topic_score_gemma":0.0029073223,"teacher_disagreement_score":0.9983112,"about_ca_system_score_codex":0.0023249593,"about_ca_system_score_gemma":0.0009919513,"threshold_uncertainty_score":0.032645464},"labels":[],"label_agreement":null},{"id":"W168638837","doi":"10.1007/0-8176-4504-7_2","title":"Weighted Sobolev Inequalities for Gradients","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Harmonic Analysis Research","field":"Mathematics","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":"McMaster University","funders":"","keywords":"Mathematics; Sobolev space; Sobolev inequality; Norm (philosophy); Inequality; Pure mathematics; Lp space; Fourier transform; Lebesgue integration; Mathematical analysis; Banach space","score_opus":0.23559085410651665,"score_gpt":0.4048250385001855,"score_spread":0.16923418439366883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W168638837","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":[0.01450404,0.007119086,0.83423823,0.002490482,0.0011741234,0.00006757793,0.00046011352,0.0001949522,0.13975136],"genre_scores_gemma":[0.4303443,0.020570384,0.37159115,0.0031018313,0.0027995103,0.00057934027,0.0011883874,0.0010704406,0.16875462],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994042,0.000118379096,0.000038206737,0.00011145415,0.00025193946,0.00007579464],"domain_scores_gemma":[0.9991899,0.00033722428,0.00007374558,0.00007004125,0.0002622871,0.000066801265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012539995,0.001136301,0.00044519803,0.0016086531,0.0005173193,0.0018439594,0.0007945449,0.00069214875,0.006622149],"category_scores_gemma":[0.0037223238,0.00031491378,0.0007314166,0.0010560654,0.0012271858,0.0040080235,0.0016053788,0.002520441,0.0017015524],"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":[0.000019167863,0.000011937586,0.000097345604,0.000115336916,0.00001649451,0.000052307085,0.00007704175,0.0030020366,0.0030857534,0.9502317,0.0053418344,0.037949108],"study_design_scores_gemma":[0.0000056071917,0.000025924599,0.0003730667,0.00007000903,0.000019472669,0.00014062542,0.00005053731,0.027870018,0.0023428858,0.9315185,0.037561886,0.000021568529],"about_ca_topic_score_codex":0.0011787916,"about_ca_topic_score_gemma":0.0012057682,"teacher_disagreement_score":0.006622149,"about_ca_system_score_codex":0.0010605039,"about_ca_system_score_gemma":0.00050853303,"threshold_uncertainty_score":0.022153258},"labels":[],"label_agreement":null},{"id":"W186821225","doi":"10.1007/978-1-4612-1376-5_4","title":"Introduction to Numerical Methods","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Numerical methods for differential equations","field":"Mathematics","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":"Queen's University","funders":"","keywords":"Calculus (dental); Applied mathematics; Mathematics; Computer science; Differential equation; Mathematical analysis","score_opus":0.10748638855823114,"score_gpt":0.40274997769236026,"score_spread":0.2952635891341291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W186821225","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00087465515,0.086218536,0.687502,0.0059298086,0.008479608,0.000248761,0.0015668182,0.0034600508,0.20571978],"genre_scores_gemma":[0.029727189,0.10063344,0.59829247,0.0049448907,0.007916077,0.0011632151,0.002351379,0.0026008892,0.25237048],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979233,0.00037422814,0.00014734571,0.00026530446,0.0011939163,0.00009589248],"domain_scores_gemma":[0.9972402,0.0012650084,0.000087074935,0.00039392663,0.00091768254,0.00009618326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014589812,0.0013001702,0.0014245564,0.0017333134,0.00081641163,0.0026645951,0.002133372,0.0021673525,0.05057394],"category_scores_gemma":[0.005387541,0.00067343796,0.0010800873,0.002290091,0.001494962,0.0027866566,0.0019616643,0.0045116767,0.02856676],"study_design_candidate":"not_applicable","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":[0.00003582617,0.00007138869,0.00037282382,0.0015263997,0.00006890236,0.00019042559,0.00036167767,0.008573483,0.0019806605,0.44052374,0.19280817,0.35348657],"study_design_scores_gemma":[0.000013217755,0.000023335366,0.0001907017,0.0004453728,0.000010588877,0.00022630821,0.000034481414,0.0071622008,0.00048711276,0.22572972,0.76565045,0.000026501735],"about_ca_topic_score_codex":0.00083590514,"about_ca_topic_score_gemma":0.0007737896,"teacher_disagreement_score":0.05057394,"about_ca_system_score_codex":0.0010018025,"about_ca_system_score_gemma":0.0016773312,"threshold_uncertainty_score":0.16918671},"labels":[],"label_agreement":null},{"id":"W188210217","doi":"10.1007/978-0-8176-4683-7_6","title":"Recent Developments on Dual Wavelet Frames","year":2008,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Mathematical Analysis and Transform Methods","field":"Mathematics","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":"Wavelet; Dual (grammatical number); Extension (predicate logic); Oblique case; Artificial intelligence; Computer science; Mathematics; Computer vision; Pattern recognition (psychology); Pure mathematics; Linguistics","score_opus":0.1320231466874956,"score_gpt":0.33123113490654904,"score_spread":0.19920798821905344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W188210217","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":[0.019468663,0.30197603,0.37537053,0.0046892725,0.0074595683,0.000060952818,0.0002654967,0.00031239807,0.29039717],"genre_scores_gemma":[0.22652899,0.3460028,0.30591488,0.0029348913,0.013824009,0.0002589348,0.0008267109,0.00049168296,0.10321707],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99955744,0.00012864973,0.00003620916,0.00009305318,0.00014791782,0.000036749287],"domain_scores_gemma":[0.99956614,0.00017997988,0.00003549483,0.000046026602,0.00012346405,0.00004888603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012014569,0.00064619654,0.000645648,0.0019694723,0.00052505557,0.0018090301,0.000573869,0.00085554726,0.00438892],"category_scores_gemma":[0.0016191184,0.00046118716,0.0005200253,0.0017913482,0.0012431092,0.003739337,0.0017935769,0.0032138969,0.0016568911],"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":[0.000025014115,0.00001692107,0.0000523667,0.00032279562,0.00000896215,0.000096482305,0.00017607595,0.0004589448,0.0016596647,0.9038411,0.0056596915,0.087682046],"study_design_scores_gemma":[0.000013224967,0.000078757526,0.0002222896,0.00032835186,0.000025491378,0.00085849984,0.00015964128,0.0052484,0.0027482447,0.5775785,0.4127037,0.000034783814],"about_ca_topic_score_codex":0.00023164134,"about_ca_topic_score_gemma":0.00017593754,"teacher_disagreement_score":0.00438892,"about_ca_system_score_codex":0.0006434403,"about_ca_system_score_gemma":0.00031642572,"threshold_uncertainty_score":0.014682412},"labels":[],"label_agreement":null},{"id":"W1911414196","doi":"10.1007/978-0-8176-8244-6_8","title":"Nonabelian localization for U(1) Chern–Simons theory","year":2011,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Operator Algebra Research","field":"Mathematics","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 Toronto","funders":"","keywords":"Chern–Simons theory; Chemistry; Physics; Mathematical physics; Gauge theory","score_opus":0.11955173861145531,"score_gpt":0.34067450611320743,"score_spread":0.22112276750175214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1911414196","genre_codex":"other","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":[0.18500367,0.03707919,0.061984513,0.009314767,0.002405728,0.000027443424,0.0000794514,0.0007355496,0.70336974],"genre_scores_gemma":[0.89191,0.010485085,0.00759624,0.0006677838,0.0012246948,0.000041762803,0.000068916255,0.000103101665,0.087902345],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99990344,0.000021435035,0.0000028255024,0.000016930298,0.000038974365,0.000016297337],"domain_scores_gemma":[0.99988997,0.000046124707,0.000012226552,0.000016973057,0.00001646438,0.000018242508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023530917,0.00034269653,0.00026308701,0.00072511734,0.0011857084,0.001090339,0.00040098478,0.00057887466,0.004958465],"category_scores_gemma":[0.00048084464,0.00013206163,0.00019671142,0.0007980616,0.002401524,0.0023043489,0.00062800036,0.0012568191,0.00085491565],"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":[0.0000023774714,0.0000060086595,0.000032374264,0.000030264147,5.054057e-7,0.000032552216,0.00018942027,0.00021550315,0.0003562302,0.98922426,0.0015163373,0.008394099],"study_design_scores_gemma":[0.000002930962,0.000014940031,0.00019328704,0.000027557839,0.0000016496539,0.00013346455,0.000080597085,0.0013241968,0.00032413198,0.96723527,0.03065587,0.000006015785],"about_ca_topic_score_codex":0.0006687342,"about_ca_topic_score_gemma":0.00075062615,"teacher_disagreement_score":0.004958465,"about_ca_system_score_codex":0.0013067257,"about_ca_system_score_gemma":0.0006791639,"threshold_uncertainty_score":0.016587675},"labels":[],"label_agreement":null},{"id":"W199726458","doi":"10.1007/978-1-4612-0077-2_9","title":"Robust Stability and Stabilizability of Jump Linear Uncertain Systems With Time Delay","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Stability and Control of Uncertain Systems","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Stability (learning theory); Control theory (sociology); Class (philosophy); Markov process; Markov chain; Mathematics; Jump; Computer science; Control (management); Physics; Statistics; Artificial intelligence","score_opus":0.035787433629925786,"score_gpt":0.1904673442134188,"score_spread":0.154679910583493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W199726458","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":[0.025135387,0.016612692,0.8948146,0.0006198172,0.00027860695,0.000054382974,0.00012960282,0.00065145124,0.061703432],"genre_scores_gemma":[0.742819,0.027053108,0.13860326,0.00033896643,0.0008477459,0.0003452013,0.00043354015,0.00021476821,0.08934431],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99977285,0.000027527805,0.000013365562,0.00004336414,0.00012988497,0.000013024647],"domain_scores_gemma":[0.9998349,0.00009734153,0.0000154019,0.000018420622,0.00003053086,0.0000034058316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003276046,0.0005187866,0.00032571083,0.00027795834,0.00013572718,0.0006783766,0.00047235392,0.00036832108,0.0022766471],"category_scores_gemma":[0.0005511459,0.00022109869,0.0003279502,0.00029112792,0.0005610083,0.0006674522,0.00040283782,0.0007775042,0.00047434962],"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":[0.00009495316,0.000045680492,0.00023999791,0.00080901757,0.000083151375,0.00032979107,0.00065936777,0.2824348,0.053380627,0.4446463,0.0060746963,0.21120167],"study_design_scores_gemma":[0.000033241948,0.00017564543,0.001079589,0.0002886697,0.00006791927,0.00025522138,0.00009197184,0.5286236,0.026177635,0.35934117,0.08382067,0.00004465598],"about_ca_topic_score_codex":0.000552801,"about_ca_topic_score_gemma":0.00035678915,"teacher_disagreement_score":0.0022766471,"about_ca_system_score_codex":0.000397155,"about_ca_system_score_gemma":0.00026258983,"threshold_uncertainty_score":0.0076161623},"labels":[],"label_agreement":null},{"id":"W200990499","doi":"10.1007/978-0-8176-4556-4_32","title":"Teaching Mathematical Biology in a Summer School for Undergraduates","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mathematics education; Set (abstract data type); Process (computing); Computer science; Psychology","score_opus":0.0579526299861625,"score_gpt":0.33855095767656956,"score_spread":0.28059832769040705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W200990499","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09134678,0.024797432,0.11285782,0.16212039,0.03517044,0.0008291426,0.00106118,0.004434804,0.5673819],"genre_scores_gemma":[0.2082269,0.013107409,0.10074929,0.02924505,0.008193924,0.000772579,0.0015644449,0.0014727908,0.6366676],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99837863,0.0004251637,0.00006482288,0.00026240078,0.000530989,0.00033801916],"domain_scores_gemma":[0.9971738,0.00030170416,0.000112130845,0.0001602522,0.0005851511,0.0016669021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027854645,0.0014022813,0.00091280637,0.0013657191,0.0028022297,0.004813694,0.0016164822,0.0021286195,0.03371705],"category_scores_gemma":[0.0037049165,0.0006467874,0.0008686892,0.0008815776,0.0019806365,0.003804715,0.005167783,0.004248975,0.014565232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011185044,0.0011881967,0.0020451045,0.00037807893,0.000013906113,0.0005522941,0.0068397257,0.0011644051,0.0044362233,0.14332734,0.68484014,0.15510273],"study_design_scores_gemma":[0.000022899865,0.00014577984,0.0014686072,0.0003014556,0.0000065619283,0.0005285093,0.0023624545,0.00086004817,0.001254875,0.043851532,0.9491796,0.000017613447],"about_ca_topic_score_codex":0.0009698323,"about_ca_topic_score_gemma":0.0028759197,"teacher_disagreement_score":0.03371705,"about_ca_system_score_codex":0.0038849413,"about_ca_system_score_gemma":0.0040093046,"threshold_uncertainty_score":0.11279482},"labels":[],"label_agreement":null},{"id":"W20141004","doi":"10.1007/978-0-8176-4542-7_28","title":"Seasonality Assessment for Biosurveillance Systems","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Seasonality; Outbreak; Biology; Population; Ecology; Environmental health; Medicine; Virology","score_opus":0.061246994205666,"score_gpt":0.3155459347654831,"score_spread":0.2542989405598171,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W20141004","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":[0.051049072,0.0021161684,0.9344198,0.00057015294,0.00016122151,0.0002503039,0.00032303875,0.0018282412,0.009281998],"genre_scores_gemma":[0.55715746,0.0011169326,0.4360527,0.0001139515,0.00016434529,0.0002039953,0.0009249056,0.00020286658,0.0040629613],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988011,0.0005598111,0.00010034782,0.00015575724,0.00031667505,0.000066279325],"domain_scores_gemma":[0.9967434,0.0019156295,0.00025030965,0.00021336434,0.0007793278,0.000097920165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031972118,0.0006191293,0.0004886297,0.0012398378,0.00036868383,0.0013365925,0.00084502395,0.0006079288,0.0019987642],"category_scores_gemma":[0.010393982,0.00029610895,0.00038852976,0.0006813941,0.00032054388,0.0016037088,0.0008507201,0.00053120655,0.0004708174],"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":[0.00042559925,0.000097806405,0.02149567,0.0004097195,0.00014186627,0.00024944497,0.00060382125,0.18037643,0.01682964,0.037729777,0.010107799,0.7315324],"study_design_scores_gemma":[0.000017797349,0.00022195221,0.008862625,0.000099273966,0.000046486282,0.00023693344,0.00023139613,0.94624066,0.0061088726,0.02165393,0.01623461,0.000045597935],"about_ca_topic_score_codex":0.0025276488,"about_ca_topic_score_gemma":0.002044843,"teacher_disagreement_score":0.0031972118,"about_ca_system_score_codex":0.0007262782,"about_ca_system_score_gemma":0.0005745679,"threshold_uncertainty_score":0.016908646},"labels":[],"label_agreement":null},{"id":"W204809062","doi":"10.1007/978-0-8176-8322-1_12","title":"Games for Routing and Path Coloring","year":2012,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Routing (electronic design automation); Path (computing); Computer science; Focus (optics); Bounded function; Mathematical optimization; Mathematical economics; Computer network; Mathematics; Physics","score_opus":0.02072526381517728,"score_gpt":0.21507494563758403,"score_spread":0.19434968182240675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W204809062","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003492247,0.05357825,0.16964597,0.0060254014,0.0026695787,0.00013700436,0.00036101555,0.00038329177,0.7637073],"genre_scores_gemma":[0.176707,0.100666486,0.1401617,0.0061065326,0.004970379,0.0008365092,0.0010015328,0.0006196107,0.5689302],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995771,0.00010908937,0.00001626178,0.000061350016,0.00017868598,0.00005753416],"domain_scores_gemma":[0.9997912,0.00011688328,0.00001199998,0.000028231776,0.000034083325,0.000017540546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038291796,0.0017003873,0.00069251953,0.0007735164,0.00080893683,0.002090186,0.0010584772,0.001267542,0.01891188],"category_scores_gemma":[0.0009330818,0.00038532438,0.0006668024,0.0012626859,0.0017297567,0.0034408006,0.001058501,0.0027007575,0.004655081],"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":[0.000008539496,0.000019835581,0.00002120786,0.0001450677,0.0000067133597,0.000029581379,0.00007952626,0.0031751173,0.00036890994,0.9308378,0.030899057,0.034408506],"study_design_scores_gemma":[0.000010613055,0.00001553988,0.00007595431,0.00014296452,0.000006362415,0.00012222154,0.000046162648,0.0048740157,0.00020283285,0.66292214,0.3315714,0.000009762437],"about_ca_topic_score_codex":0.0018114039,"about_ca_topic_score_gemma":0.0019758053,"teacher_disagreement_score":0.01891188,"about_ca_system_score_codex":0.0026056725,"about_ca_system_score_gemma":0.0010576602,"threshold_uncertainty_score":0.063266516},"labels":[],"label_agreement":null},{"id":"W205047784","doi":"10.1007/978-1-4612-0077-2_6","title":"Robust ‘H∞Control, Filtering, and Guaranteed Cost Control","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Control Systems Optimization","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Robustness (evolution); Control theory (sociology); Robust control; Computer science; Bounded function; Norm (philosophy); Mathematical optimization; Control system; Control engineering; Control (management); Mathematics; Engineering; Artificial intelligence","score_opus":0.018741146374590702,"score_gpt":0.17998469016658147,"score_spread":0.16124354379199077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W205047784","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":[0.0022929586,0.09660874,0.71906406,0.0018021486,0.0020675473,0.000078966186,0.00018763744,0.0011454847,0.1767524],"genre_scores_gemma":[0.09000362,0.1449017,0.36343473,0.002586006,0.0034786356,0.00043531717,0.0010994378,0.0009341982,0.39312637],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997304,0.000030293568,0.0000131231145,0.000054066422,0.00015646237,0.000015577783],"domain_scores_gemma":[0.99988925,0.00005392428,0.000008766077,0.000016506612,0.000027548474,0.0000040047466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003474707,0.0009760202,0.0005983884,0.0005908557,0.00022987659,0.0014321253,0.0007941622,0.0011538909,0.006468014],"category_scores_gemma":[0.0005059176,0.00041794177,0.0004426164,0.00084042357,0.0009758129,0.0015736447,0.00047525478,0.0014695107,0.0037295371],"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":[0.000036330173,0.00004736938,0.000082179045,0.00084460236,0.000035306224,0.000114272996,0.00013580311,0.03454089,0.00422456,0.4013885,0.06737401,0.49117616],"study_design_scores_gemma":[0.000013999683,0.00006867202,0.00039382314,0.0003473807,0.000020106856,0.0002632332,0.00003369446,0.044919115,0.0036060165,0.22277421,0.7275201,0.00003962975],"about_ca_topic_score_codex":0.0009684621,"about_ca_topic_score_gemma":0.0008100542,"teacher_disagreement_score":0.006468014,"about_ca_system_score_codex":0.00067096285,"about_ca_system_score_gemma":0.00045446213,"threshold_uncertainty_score":0.021637738},"labels":[],"label_agreement":null},{"id":"W205796050","doi":"10.1007/978-0-8176-4685-1_7","title":"A Course in Abstract Algebra Inspired by History","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Course (navigation); Algebra over a field; Abstract algebra; Mathematics education; Computer science; Mathematics; Pure mathematics; Engineering; Aerospace engineering","score_opus":0.08281278952141287,"score_gpt":0.28954116515610906,"score_spread":0.2067283756346962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W205796050","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025705795,0.03336911,0.018305749,0.022275394,0.0056023574,0.0000300768,0.00016546216,0.0002413046,0.91744],"genre_scores_gemma":[0.07408512,0.02183268,0.0111500295,0.0055951267,0.004841869,0.000080667036,0.00021287377,0.0003945921,0.881807],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99970883,0.0001064968,0.000008516328,0.00003871837,0.000105849285,0.000031587453],"domain_scores_gemma":[0.99968374,0.00013499042,0.000015050246,0.000036818692,0.00006623157,0.000063175525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045146857,0.00042181308,0.00038166865,0.0012694153,0.0014342797,0.0025335853,0.00046228422,0.0008128347,0.026054043],"category_scores_gemma":[0.0010509554,0.0002665559,0.00029241727,0.0013407718,0.0029482518,0.0038621307,0.0011754581,0.0024736724,0.006180937],"study_design_candidate":"not_applicable","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":[0.000008807934,0.000018771721,0.000092112765,0.000048427755,0.0000025915785,0.000020718247,0.00039512088,0.00014147435,0.00016188588,0.8134555,0.14747253,0.038181994],"study_design_scores_gemma":[0.0000043974364,0.0000065694303,0.00017888694,0.0000750708,0.0000019285376,0.000031324384,0.00009462908,0.00018665666,0.000108175074,0.36251226,0.6367958,0.0000042360775],"about_ca_topic_score_codex":0.0017970906,"about_ca_topic_score_gemma":0.0032171078,"teacher_disagreement_score":0.026054043,"about_ca_system_score_codex":0.0026289257,"about_ca_system_score_gemma":0.0016292762,"threshold_uncertainty_score":0.087159514},"labels":[],"label_agreement":null},{"id":"W2099246171","doi":"10.1007/978-0-8176-4671-4_12","title":"Dynamic Response of a Poroelastic Half-Space to Harmonic Line Tractions","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Poromechanics; Harmonic; Line (geometry); Half-space; Mechanics; Materials science; Mathematical analysis; Physics; Mathematics; Geometry; Acoustics; Porous medium; Composite material; Porosity","score_opus":0.03659330338039626,"score_gpt":0.28371964314427167,"score_spread":0.2471263397638754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099246171","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":[0.93372834,0.0001424954,0.036987785,0.00017593702,0.00003886023,0.000020398533,0.00015573546,0.00015238805,0.028598046],"genre_scores_gemma":[0.98759997,0.00007973577,0.0009736223,0.000019412935,0.000005202129,0.000009033744,0.000084978325,0.000022778373,0.011205288],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999329,0.000008543775,0.0000018868162,0.000014015125,0.000024886496,0.000017777536],"domain_scores_gemma":[0.9998871,0.0000504071,0.000010921768,0.000013817934,0.00002448058,0.000013279229],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000087284236,0.00019152222,0.00022986387,0.00024614367,0.00024015832,0.000475405,0.0003085689,0.00045873338,0.010140654],"category_scores_gemma":[0.00049529626,0.00013046154,0.00012989031,0.0002001346,0.00044363545,0.00037074197,0.00043971904,0.00022693884,0.0008884579],"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":[0.0013642045,0.00028616842,0.003194046,0.00016403284,0.000038598195,0.0009781431,0.0008704972,0.34046903,0.50765324,0.028274106,0.003353671,0.11335423],"study_design_scores_gemma":[0.00003291243,0.00040449676,0.007662247,0.00001393014,0.0000100855195,0.00034256506,0.00061772164,0.93673456,0.03842404,0.010815216,0.0049156975,0.000026495789],"about_ca_topic_score_codex":0.000844327,"about_ca_topic_score_gemma":0.00037166208,"teacher_disagreement_score":0.010140654,"about_ca_system_score_codex":0.00016723474,"about_ca_system_score_gemma":0.00011984745,"threshold_uncertainty_score":0.033923864},"labels":[],"label_agreement":null},{"id":"W2113199703","doi":"10.1007/978-1-4612-0095-6_3","title":"Some Aspects of One-Dimensional Finite Amplitude Elastic Wave Propagation","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Mathematical Modeling in Engineering","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 Alberta; University of Victoria","funders":"","keywords":"Partial differential equation; Wave propagation; Variable (mathematics); Mathematical analysis; Mathematics; First-order partial differential equation; Wave equation; Hyperbolic partial differential equation; Amplitude; Differential equation; Physics; Optics","score_opus":0.04225990377133531,"score_gpt":0.22877744584792314,"score_spread":0.18651754207658783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113199703","genre_codex":"other","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":[0.02468247,0.07594659,0.20382695,0.0034973563,0.0012863711,0.0000385729,0.00017263484,0.00026281754,0.69028634],"genre_scores_gemma":[0.3951165,0.17334774,0.06438577,0.0017301044,0.0020645976,0.00016421427,0.00048047045,0.00022930029,0.3624813],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99993026,0.0000094705565,0.0000031641957,0.000011532389,0.000040344843,0.0000051768616],"domain_scores_gemma":[0.99991536,0.000049666494,0.00000557028,0.00000934424,0.000015671494,0.000004353739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000119418066,0.00032155792,0.00021531248,0.00038224252,0.0005371458,0.0011793599,0.00051828567,0.0007306976,0.0064528943],"category_scores_gemma":[0.00033072606,0.00026235887,0.00023818377,0.00063170266,0.001001385,0.0016273484,0.00044200817,0.0011852257,0.001362681],"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":[0.0000065705476,0.000027598137,0.000071119226,0.00021503693,0.000003574379,0.00018324256,0.0002546411,0.00746099,0.0033660298,0.9486405,0.004489756,0.035280965],"study_design_scores_gemma":[0.0000040763107,0.000025567855,0.00036888092,0.00016179011,0.000005160981,0.0005372281,0.00010516082,0.020018598,0.0018277866,0.8392514,0.13767713,0.000017249153],"about_ca_topic_score_codex":0.0007428154,"about_ca_topic_score_gemma":0.0005269917,"teacher_disagreement_score":0.0064528943,"about_ca_system_score_codex":0.00045575513,"about_ca_system_score_gemma":0.00027450622,"threshold_uncertainty_score":0.021587074},"labels":[],"label_agreement":null},{"id":"W2119999051","doi":"10.1007/978-1-4612-0209-7_23","title":"Record Values in Archimedean Copula Processes","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Probability and Risk Models","field":"Decision Sciences","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":"McMaster University","funders":"","keywords":"Copula (linguistics); Random variable; Mathematics; Limit (mathematics); Statistical physics; Econometrics; Statistics; Mathematical analysis; Physics","score_opus":0.1803842145549435,"score_gpt":0.3645849432770051,"score_spread":0.18420072872206159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119999051","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":[0.39021587,0.0018308746,0.5905212,0.00055458536,0.000057845908,0.000053825483,0.00021129473,0.00028438575,0.016269991],"genre_scores_gemma":[0.9509781,0.0015799642,0.039223213,0.00007528352,0.00012224734,0.000105491585,0.00022630302,0.00008525145,0.007604172],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99890625,0.0003255034,0.00006295937,0.00025425167,0.00030365,0.00014728704],"domain_scores_gemma":[0.9923713,0.004328148,0.0012423942,0.00062323635,0.0010279361,0.00040696195],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030442553,0.00061376457,0.00086550304,0.0017093542,0.00092900475,0.002377662,0.0017278732,0.0012427001,0.0027061945],"category_scores_gemma":[0.01957055,0.00043785438,0.0007984613,0.0017337302,0.00240092,0.004130938,0.0012650465,0.0018580111,0.00047471715],"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":[0.00006440021,0.000053741565,0.0027463655,0.000087849454,0.000030297746,0.00032465468,0.0005905656,0.031803347,0.0030530412,0.94511914,0.0008020203,0.015324521],"study_design_scores_gemma":[0.000017817438,0.000083090206,0.0024861156,0.000037247803,0.000027440461,0.00043257003,0.00017643017,0.28610393,0.0021388116,0.7065077,0.0019457716,0.0000431181],"about_ca_topic_score_codex":0.0011252504,"about_ca_topic_score_gemma":0.00065648765,"teacher_disagreement_score":0.0030442553,"about_ca_system_score_codex":0.0013012604,"about_ca_system_score_gemma":0.0004844407,"threshold_uncertainty_score":0.01609981},"labels":[],"label_agreement":null},{"id":"W2123245038","doi":"10.1007/978-1-4612-1388-8_12","title":"Multiparty Communication Complexity of Finite Monoids","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"semigroups and automata theory","field":"Computer Science","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":"McGill University","funders":"","keywords":"Conjecture; Algebraic number; Monoid; Extension (predicate logic); Computer science; Bounded function; Communication complexity; Discrete mathematics; Mathematics; Theoretical computer science; Programming language","score_opus":0.05070096997711134,"score_gpt":0.24293958032864224,"score_spread":0.1922386103515309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123245038","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7612672,0.0008474716,0.21064189,0.0023192659,0.000058463855,0.00020487496,0.0005135616,0.00022384658,0.023923453],"genre_scores_gemma":[0.9785902,0.00031171797,0.017017975,0.00011134954,0.00009033318,0.00020766974,0.0002607792,0.000037573678,0.0033724445],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9959229,0.0011216544,0.00029244286,0.0007481986,0.0013139016,0.0006009039],"domain_scores_gemma":[0.9492061,0.04221818,0.0029612829,0.0030756046,0.0013221162,0.0012167855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026546852,0.00054183835,0.0009839709,0.0011440221,0.001583614,0.004877433,0.0018351935,0.0013522235,0.0037740814],"category_scores_gemma":[0.018787708,0.0006605693,0.0012761087,0.0014777755,0.0035024963,0.011009785,0.002740418,0.0037214432,0.00034158427],"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":[0.00022050667,0.00014058077,0.0019006772,0.00013987867,0.000040389383,0.00015850451,0.0009186924,0.04516976,0.0043808725,0.9359611,0.0008034575,0.010165435],"study_design_scores_gemma":[0.00005395363,0.00006604708,0.0010434536,0.000021682836,0.000027237718,0.00018370239,0.0001461266,0.2025251,0.004247321,0.78980505,0.0018409895,0.000039331688],"about_ca_topic_score_codex":0.0010637844,"about_ca_topic_score_gemma":0.00067983905,"teacher_disagreement_score":0.004877433,"about_ca_system_score_codex":0.0034393673,"about_ca_system_score_gemma":0.0013476773,"threshold_uncertainty_score":0.024954498},"labels":[],"label_agreement":null},{"id":"W2123773757","doi":"10.1007/978-1-4612-1336-9_10","title":"Infinite Horizon Dynamic Games with Coupled State Constraints","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Group for Research in Decision Analysis; HEC Montréal","funders":"","keywords":"Constraint (computer-aided design); Mathematical economics; Sequential game; Mathematical optimization; Differential game; Function (biology); State (computer science); Oligopoly; Mathematics; Class (philosophy); Applied mathematics; Computer science; Game theory; Cournot competition","score_opus":0.017807672440431778,"score_gpt":0.19021374719829004,"score_spread":0.17240607475785827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123773757","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15025996,0.0005474467,0.8073906,0.00078168703,0.00008351858,0.000094326635,0.00016498023,0.00008848906,0.040589005],"genre_scores_gemma":[0.95043975,0.0004921568,0.03413494,0.00012225553,0.000056248024,0.00016621947,0.00009635506,0.000018580531,0.014473509],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99911016,0.0003457064,0.000032087333,0.00018132135,0.0002036412,0.00012706431],"domain_scores_gemma":[0.99876934,0.00082978857,0.00015561718,0.00005810654,0.00010249438,0.00008466619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010216049,0.0008954582,0.0008780868,0.0003798096,0.00053545024,0.0015348428,0.0012762692,0.0012543693,0.00296611],"category_scores_gemma":[0.0032184538,0.00046784192,0.00059495325,0.00049176073,0.0017655501,0.00247307,0.0013803638,0.0013517387,0.00024852753],"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":[0.000041774307,0.000043872722,0.00021736485,0.00006715731,0.000034030352,0.00023429852,0.00012782424,0.20923081,0.0015151462,0.78231287,0.00046386648,0.0057110363],"study_design_scores_gemma":[0.00003545464,0.000054466193,0.0001598257,0.00001651625,0.000018826799,0.00007167699,0.000057284084,0.6839865,0.0005917563,0.31214535,0.0028393534,0.000022926626],"about_ca_topic_score_codex":0.0026325278,"about_ca_topic_score_gemma":0.0019162976,"teacher_disagreement_score":0.00296611,"about_ca_system_score_codex":0.0015774146,"about_ca_system_score_gemma":0.0010340889,"threshold_uncertainty_score":0.0114450455},"labels":[],"label_agreement":null},{"id":"W2127898299","doi":"10.1007/978-1-4612-1318-5_22","title":"Simple Efficient Estimation for Three-Parameter Lognormal Distributions with Applications to Emissions Data and State Traffic Rate Data","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","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":"McMaster University","funders":"","keywords":"Estimator; Log-normal distribution; Moment (physics); Simple (philosophy); Statistics; Estimation; Maximum likelihood; Computer science; Mathematics; Applied mathematics; Econometrics; Engineering","score_opus":0.12530862026070136,"score_gpt":0.3645189250843576,"score_spread":0.23921030482365627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127898299","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":[0.0022810183,0.00019549874,0.9969201,0.000046254296,0.000016735396,0.000017177223,0.000042598003,0.00015402344,0.00032668893],"genre_scores_gemma":[0.043386314,0.0010125744,0.95203036,0.000051752988,0.00008109202,0.0001491505,0.0003232929,0.00013548626,0.0028299969],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992705,0.00034745102,0.00004437323,0.00009166855,0.00021872013,0.00002721501],"domain_scores_gemma":[0.99676836,0.0024574234,0.0001784718,0.00028098613,0.00028485493,0.000029952907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023534189,0.0009844941,0.0009113737,0.0013237037,0.00026613966,0.00075034186,0.0013249114,0.00084408565,0.0027922408],"category_scores_gemma":[0.009188231,0.0005222084,0.00069791335,0.002052544,0.0005364998,0.0012166788,0.0009605592,0.00097276404,0.0009395531],"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":[0.000066154964,0.000091617076,0.0030280484,0.0003474919,0.000105634404,0.00023694098,0.00017986332,0.34919974,0.008709431,0.073226,0.005513313,0.5592958],"study_design_scores_gemma":[0.000019551453,0.000038269445,0.0016432869,0.000035832116,0.000027420927,0.00023767742,0.00003168751,0.934215,0.0045617465,0.050373506,0.008747739,0.00006825124],"about_ca_topic_score_codex":0.0018865437,"about_ca_topic_score_gemma":0.0031394614,"teacher_disagreement_score":0.0027922408,"about_ca_system_score_codex":0.00046289514,"about_ca_system_score_gemma":0.00038976283,"threshold_uncertainty_score":0.012446225},"labels":[],"label_agreement":null},{"id":"W2134127643","doi":"10.1007/978-1-4612-1376-5_7","title":"Systems of Equations","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Numerical methods for differential equations","field":"Mathematics","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":"Queen's University","funders":"","keywords":"Eigenvalues and eigenvectors; Constant coefficients; Linear algebra; Algebraic number; Coefficient matrix; Mathematics; Invariant (physics); Linear differential equation; Algebra over a field; Canonical form; Differential equation; Applied mathematics; Basis (linear algebra); Differential algebraic geometry; Constant (computer programming); LTI system theory; Algebraic equation; Linear system; Pure mathematics; Differential algebraic equation; Mathematical analysis; Computer science; Nonlinear system; Physics; Ordinary differential equation; Geometry; Mathematical physics","score_opus":0.1583178312456189,"score_gpt":0.3519174113238069,"score_spread":0.19359958007818798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134127643","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011903389,0.021770712,0.5485234,0.011527637,0.005387811,0.0005462996,0.0051946,0.0013254804,0.39382076],"genre_scores_gemma":[0.3291363,0.032871697,0.34904954,0.0050431225,0.0048708003,0.0022228085,0.007825853,0.00071889785,0.26826096],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985398,0.00046979546,0.0001167558,0.00028366045,0.00046352093,0.00012646135],"domain_scores_gemma":[0.999305,0.0002560434,0.00006486218,0.00011104821,0.00021825159,0.00004484272],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011096827,0.0012737997,0.0016477753,0.00127989,0.0013678735,0.0037194092,0.0014269421,0.0018400494,0.03551389],"category_scores_gemma":[0.002523603,0.00042291952,0.0012421352,0.0012861792,0.0018626403,0.002754422,0.0034636061,0.0028417,0.008030475],"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":[0.0000074747413,0.000015956839,0.00016652863,0.00017824967,0.000022867802,0.00007700672,0.00017119705,0.005473519,0.00045446123,0.96379215,0.015526669,0.014113963],"study_design_scores_gemma":[0.000025827603,0.000024632605,0.00019021636,0.000102551334,0.000015205435,0.00014280622,0.00010828605,0.023220384,0.00029918147,0.8181239,0.15772592,0.000021064885],"about_ca_topic_score_codex":0.0017161842,"about_ca_topic_score_gemma":0.0015532403,"teacher_disagreement_score":0.03551389,"about_ca_system_score_codex":0.0015173821,"about_ca_system_score_gemma":0.0014380238,"threshold_uncertainty_score":0.118805766},"labels":[],"label_agreement":null},{"id":"W2134965647","doi":"10.1007/978-0-8176-8268-2_7","title":"Highlights in the Practice of Proof: 1600 BC–2009","year":2011,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"History and Theory of Mathematics","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":"York University","funders":"","keywords":"Mathematical practice; Rigour; Epistemology; Mathematics education; Advice (programming); Computer science; Engineering ethics; Calculus (dental); Management science; Mathematics; Philosophy; Engineering; Medicine; Programming language","score_opus":0.061510876951165486,"score_gpt":0.2814738429333905,"score_spread":0.21996296598222503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134965647","genre_codex":"other","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":[0.004067402,0.16142905,0.0064429794,0.025983507,0.016059084,0.000088852335,0.0011597245,0.00019686882,0.78457254],"genre_scores_gemma":[0.060383625,0.057633523,0.0058423085,0.0032169,0.0052181142,0.000064568776,0.00052289467,0.00039174204,0.8667262],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986753,0.00024218432,0.00007150889,0.00028059195,0.00065081933,0.00007950735],"domain_scores_gemma":[0.9991008,0.00035137567,0.00007233048,0.00007461503,0.000311244,0.000089697955],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0015686272,0.00064787787,0.00026591928,0.002003728,0.0016839114,0.0032970011,0.0005670259,0.0020056218,0.031909134],"category_scores_gemma":[0.00405011,0.0004282907,0.00032069703,0.0019719528,0.0034365554,0.0025100973,0.0014838249,0.0027228724,0.01123464],"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":[0.00012862589,0.00003288148,0.0002953714,0.0005531621,0.000012992896,0.00023917897,0.0007228016,0.0007987739,0.0007818801,0.30280942,0.5423506,0.15127435],"study_design_scores_gemma":[0.0000059263207,0.000007001423,0.00039874692,0.00015657011,0.000001544286,0.00008647472,0.00002738631,0.00006465913,0.00022761055,0.007835202,0.9911844,0.000004268789],"about_ca_topic_score_codex":0.026656372,"about_ca_topic_score_gemma":0.054703955,"teacher_disagreement_score":0.9983161,"about_ca_system_score_codex":0.013504075,"about_ca_system_score_gemma":0.003840447,"threshold_uncertainty_score":0.10674667},"labels":[],"label_agreement":null},{"id":"W2198991974","doi":"10.1007/978-1-4612-2134-0_10","title":"Chapter 10 BIBTEX","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Mathematics, Computing, and Information Processing","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 Manitoba","funders":"","keywords":"Section (typography); Computer science; History; Library science; Operating system","score_opus":0.027612554545777563,"score_gpt":0.22579419156802652,"score_spread":0.19818163702224895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2198991974","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00031285567,0.0067469776,0.0032814587,0.00097031554,0.0052552954,0.0002945649,0.03020985,0.006371941,0.9465566],"genre_scores_gemma":[0.0015899745,0.012203524,0.006209941,0.001968165,0.0032655925,0.0003611163,0.06297764,0.0045720767,0.9068518],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992551,0.00004491701,0.00007255743,0.00021554492,0.00034781327,0.00006403519],"domain_scores_gemma":[0.99842036,0.00020672461,0.00009498107,0.00029985572,0.0005268769,0.00045120006],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005756541,0.0030663991,0.0040902994,0.011194651,0.0021937755,0.010386075,0.0025585114,0.0019854116,0.8438393],"category_scores_gemma":[0.0027701317,0.0014293568,0.0015617171,0.015613654,0.0010016899,0.0049731107,0.0032745278,0.0032859023,0.8504997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020160936,0.00002863496,0.00007495855,0.001080646,0.000013121348,0.00007341471,0.000030332101,0.00009426006,0.0010505958,0.0037804642,0.91878134,0.07497202],"study_design_scores_gemma":[0.000013052454,0.00001327903,0.00033948396,0.00027689358,0.000008794633,0.00014821424,0.000014033052,0.000057476333,0.00017844648,0.0019499572,0.9969891,0.000011399959],"about_ca_topic_score_codex":0.0032182396,"about_ca_topic_score_gemma":0.0054680244,"teacher_disagreement_score":0.8438393,"about_ca_system_score_codex":0.002084105,"about_ca_system_score_gemma":0.0022029527,"threshold_uncertainty_score":0.22274423},"labels":[],"label_agreement":null},{"id":"W2200063866","doi":"10.1007/978-0-8176-4626-4_9","title":"Exact Inference and Optimal Censoring Scheme for a Simple Step-Stress Model Under Progressive Type-II Censorig","year":2008,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","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":"McMaster University","funders":"","keywords":"Censoring (clinical trials); Mathematics; Accelerated life testing; Exponential distribution; Estimator; Applied mathematics; Monte Carlo method; Parametric statistics; Delta method; Inference; Exponential function; Statistics; Computer science; Weibull distribution","score_opus":0.14148032302873303,"score_gpt":0.3760797197960498,"score_spread":0.23459939676731678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2200063866","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":[0.004899174,0.000300232,0.99362916,0.00014704476,0.000023205674,0.000020122407,0.00006880376,0.00009649631,0.0008157098],"genre_scores_gemma":[0.2616752,0.002054948,0.7280594,0.0002906513,0.00019814329,0.00027215993,0.00055313425,0.00014115883,0.00675522],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99717134,0.0016545058,0.00011265685,0.0004470974,0.00050531165,0.000109015666],"domain_scores_gemma":[0.98409075,0.01311985,0.0005772217,0.0014744707,0.0006249804,0.00011280523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008258001,0.00073570147,0.0010281507,0.0007565684,0.00030601135,0.00094849255,0.0020158745,0.0015595944,0.0031277079],"category_scores_gemma":[0.029827446,0.00047686073,0.0010267578,0.0011973338,0.0016791415,0.00216058,0.0011161206,0.0026580985,0.00058601814],"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":[0.0002318806,0.0000862036,0.0035697927,0.00029413178,0.00012709449,0.0003490948,0.00038295996,0.22033298,0.0036210427,0.57494295,0.004158171,0.19190377],"study_design_scores_gemma":[0.000036065274,0.0000668572,0.0017125304,0.00005175501,0.000042629756,0.00016671595,0.000029933199,0.6366462,0.0016812106,0.35622966,0.0032982824,0.000038079594],"about_ca_topic_score_codex":0.0013642535,"about_ca_topic_score_gemma":0.0014197585,"teacher_disagreement_score":0.008258001,"about_ca_system_score_codex":0.0008694163,"about_ca_system_score_gemma":0.0008928347,"threshold_uncertainty_score":0.04367298},"labels":[],"label_agreement":null},{"id":"W2209168322","doi":"10.1007/978-1-4612-0077-2_8","title":"Stability and Stabilizability of Markov Jump Systems","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Stability and Control of Uncertain Systems","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Infinitesimal; Markov chain; Stability (learning theory); Markov process; Control theory (sociology); Mathematics; Jump; Class (philosophy); State (computer science); Markov renewal process; Applied mathematics; Markov model; Computer science; Markov property; Algorithm; Mathematical analysis; Physics; Statistics; Artificial intelligence; Control (management); Machine learning","score_opus":0.025343607609062006,"score_gpt":0.1887234355538624,"score_spread":0.16337982794480038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2209168322","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06522929,0.014955972,0.7913981,0.0013889951,0.00043473952,0.00007864661,0.00017982688,0.00048985897,0.12584464],"genre_scores_gemma":[0.8978685,0.012452841,0.036702957,0.00025286525,0.0007847904,0.00024032373,0.0002584644,0.00008117894,0.051358066],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998024,0.00003428316,0.000008642748,0.00004445744,0.000091671616,0.00001853527],"domain_scores_gemma":[0.9998431,0.00009028091,0.000016131431,0.000013235027,0.000031181924,0.0000060347315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024481356,0.00039014744,0.0002980917,0.0002602569,0.00027570015,0.00077293586,0.0003084498,0.00032982367,0.003269579],"category_scores_gemma":[0.00063504506,0.00013726168,0.00025668318,0.00028478008,0.0007017259,0.0007304452,0.00057665765,0.0007318869,0.0004747918],"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":[0.00006273566,0.000030758085,0.0003403692,0.00038491059,0.000035241454,0.00019175556,0.0005932664,0.10641765,0.028303036,0.762511,0.0036542225,0.09747502],"study_design_scores_gemma":[0.000023970288,0.000082115745,0.00084509054,0.00011856238,0.00002259775,0.0001383347,0.00009863526,0.2979758,0.007815601,0.6605578,0.032299038,0.000022392573],"about_ca_topic_score_codex":0.0007493618,"about_ca_topic_score_gemma":0.0004400545,"teacher_disagreement_score":0.003269579,"about_ca_system_score_codex":0.0003688123,"about_ca_system_score_gemma":0.00033459297,"threshold_uncertainty_score":0.01093787},"labels":[],"label_agreement":null},{"id":"W2224394739","doi":"10.1007/978-1-4612-2044-2_34","title":"The Cl 7 Approach to the Standard Model","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":15,"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":"Spinor; Physics; Higgs boson; Standard Model (mathematical formulation); Clifford algebra; Theoretical physics; Fermion; Higgs field; Charge (physics); Mathematical physics; Homogeneous space; Particle physics; Gauge (firearms); Algebra over a field; Mathematics; Pure mathematics; Geometry","score_opus":0.022056376450742043,"score_gpt":0.24488038082984637,"score_spread":0.22282400437910432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2224394739","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02233099,0.008374246,0.088930376,0.0068596317,0.0010065971,0.00005266074,0.00020213588,0.00025358377,0.87198967],"genre_scores_gemma":[0.6880793,0.016603407,0.0694177,0.004765958,0.0018278471,0.00030333098,0.0006709227,0.00021684011,0.21811466],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996935,0.000093747134,0.000014276222,0.000046247067,0.00011532502,0.00003680329],"domain_scores_gemma":[0.9998721,0.000024506699,0.000011226578,0.000021503156,0.000051407478,0.00001931553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035946013,0.00046696086,0.00029974463,0.0011758264,0.0008310553,0.0019441766,0.0011993839,0.0008925186,0.008962541],"category_scores_gemma":[0.0004424137,0.00013803739,0.00042335314,0.0008904142,0.002239312,0.0024866443,0.0009454465,0.0015593977,0.002037117],"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":[0.0000013519277,0.0000034463076,0.000012190078,0.000007816992,5.200239e-7,0.00001868061,0.000029096072,0.00013743062,0.000039535425,0.99542326,0.0013894986,0.0029372894],"study_design_scores_gemma":[0.0000030911667,0.000008160708,0.00003354897,0.00001698395,0.0000012974102,0.00005682455,0.00004646141,0.0011435236,0.00006608916,0.9479557,0.050664663,0.0000036579354],"about_ca_topic_score_codex":0.002499128,"about_ca_topic_score_gemma":0.0022712098,"teacher_disagreement_score":0.008962541,"about_ca_system_score_codex":0.0020692507,"about_ca_system_score_gemma":0.0012049347,"threshold_uncertainty_score":0.029982686},"labels":[],"label_agreement":null},{"id":"W2241362193","doi":"10.1007/978-1-4612-0077-2_4","title":"Robust Stability and Robust Stabilizability","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Stability and Control of Uncertain Systems","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":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Dynamical systems theory; Stability (learning theory); Robust control; Controller (irrigation); State (computer science); Lyapunov stability; Computer science; Linear dynamical system; Mathematics; Lyapunov function; Linear system; Control (management); Control system; Nonlinear system; Engineering; Algorithm; Artificial intelligence; Physics","score_opus":0.05941371094962518,"score_gpt":0.19055674471205689,"score_spread":0.1311430337624317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2241362193","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":[0.0049928883,0.04966403,0.6518109,0.0020238212,0.0011631735,0.00010700889,0.0003654105,0.0015670874,0.28830573],"genre_scores_gemma":[0.4185186,0.09269343,0.20226993,0.0027689782,0.0049500642,0.00081197574,0.0012672284,0.0010383738,0.27568138],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99916327,0.00009438664,0.00004503718,0.00019958055,0.0004552691,0.00004250166],"domain_scores_gemma":[0.99952614,0.00019641641,0.000044137694,0.000094122435,0.00012895216,0.0000103047905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053159933,0.0011877177,0.0008116559,0.0008501865,0.00038054152,0.001794224,0.0007505428,0.0012024444,0.0072833346],"category_scores_gemma":[0.0013890159,0.000345485,0.0006574992,0.0008276334,0.001730597,0.0016879515,0.0010088639,0.0019092835,0.0035079997],"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":[0.000035312485,0.000022411288,0.00008829549,0.0008698157,0.00004038755,0.0001959831,0.00034607443,0.037474632,0.008292561,0.7572076,0.016272755,0.17915428],"study_design_scores_gemma":[0.000016298947,0.00008047879,0.0003662169,0.0002883416,0.000032201635,0.00037341178,0.00008433357,0.047985077,0.0058063366,0.6778909,0.26703015,0.000046189485],"about_ca_topic_score_codex":0.0009060432,"about_ca_topic_score_gemma":0.00030237867,"teacher_disagreement_score":0.0072833346,"about_ca_system_score_codex":0.00077628257,"about_ca_system_score_gemma":0.00048102363,"threshold_uncertainty_score":0.024365187},"labels":[],"label_agreement":null},{"id":"W2248636914","doi":"10.1007/0-8176-4487-3_8","title":"Range of Correlation Matrices for Dependent Random Variables with Given Marginal Distributions","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Point processes and geometric inequalities","field":"Mathematics","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 British Columbia","funders":"","keywords":"Mathematics; Random variable; Range (aeronautics); Combinatorics; Matrix (chemical analysis); Correlation; Marginal distribution; Random matrix; Distribution (mathematics); Positive-definite matrix; Set (abstract data type); Conditional probability distribution; Scale (ratio); Discrete mathematics; Statistics; Mathematical analysis; Physics; Geometry","score_opus":0.06443512843431935,"score_gpt":0.2969955204649542,"score_spread":0.23256039203063483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2248636914","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":[0.055081878,0.0024639424,0.9021659,0.00056963955,0.000038430742,0.000054851196,0.00041100496,0.00029108574,0.03892321],"genre_scores_gemma":[0.7881892,0.003755792,0.19494887,0.00040113254,0.00020550149,0.00039809445,0.0010300241,0.00022857761,0.010842893],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99820256,0.00059918134,0.00009613048,0.00039440097,0.00055707205,0.00015066126],"domain_scores_gemma":[0.99327165,0.0051573263,0.00040890204,0.00047875135,0.00045501508,0.00022842879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002811455,0.0008593025,0.0006606628,0.0016122006,0.00048196406,0.0022597935,0.0011725064,0.00092766195,0.004141287],"category_scores_gemma":[0.013154979,0.0005631923,0.0008807179,0.0012863831,0.0018018099,0.0025752014,0.002073117,0.0020508568,0.0009891858],"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":[0.00009418197,0.00003347731,0.0012376723,0.00015204803,0.00003705116,0.00028441224,0.00026175508,0.047304917,0.0051496425,0.91931504,0.0021242388,0.024005612],"study_design_scores_gemma":[0.000022853941,0.0000839007,0.0010532797,0.0000794365,0.000022751212,0.0005825902,0.00007855844,0.19228998,0.0033907501,0.79480916,0.0075430316,0.000043680717],"about_ca_topic_score_codex":0.0004920158,"about_ca_topic_score_gemma":0.00039120365,"teacher_disagreement_score":0.004141287,"about_ca_system_score_codex":0.0008415362,"about_ca_system_score_gemma":0.00045868332,"threshold_uncertainty_score":0.014868617},"labels":[],"label_agreement":null},{"id":"W22497801","doi":"10.1007/978-0-8176-8322-1_6","title":"Optical Networks: Background and Modeling","year":2012,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Network topology; Computer science; Perspective (graphical); Optical fiber; Transmission (telecommunications); Telecommunications; Constraint (computer-aided design); Computer network; Engineering; Artificial intelligence; Mechanical engineering","score_opus":0.04248958251584828,"score_gpt":0.23695737151779644,"score_spread":0.19446778900194817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W22497801","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003234108,0.36739913,0.19837576,0.0070780157,0.0033216963,0.00020387881,0.002645908,0.0007872145,0.4169543],"genre_scores_gemma":[0.07446619,0.6044581,0.10507749,0.0030623795,0.007486495,0.0007970438,0.004039324,0.00048338124,0.20012964],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99966526,0.000060733735,0.00001957812,0.000082952,0.00013313552,0.000038412203],"domain_scores_gemma":[0.9997346,0.000113042785,0.000019761968,0.00003119252,0.00008604369,0.000015347412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004222782,0.0013419426,0.00083282037,0.0012638037,0.0008195712,0.0020792997,0.0014660981,0.0018057799,0.015513106],"category_scores_gemma":[0.0009291755,0.0005888944,0.00059538294,0.0028094195,0.0008243549,0.003040878,0.0010544765,0.0023808402,0.007985958],"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":[0.000015425252,0.00008767299,0.00020685025,0.0012709061,0.000019476634,0.0002184226,0.00021522176,0.024473153,0.0010775435,0.7300526,0.0959557,0.14640708],"study_design_scores_gemma":[0.0000041135536,0.000022931463,0.00024645735,0.0006271825,0.00001009881,0.00034788507,0.00005930517,0.015239391,0.0002979952,0.32483095,0.6582917,0.000021947855],"about_ca_topic_score_codex":0.0039632637,"about_ca_topic_score_gemma":0.0023352746,"teacher_disagreement_score":0.015513106,"about_ca_system_score_codex":0.0014757153,"about_ca_system_score_gemma":0.0010855151,"threshold_uncertainty_score":0.051896453},"labels":[],"label_agreement":null},{"id":"W2276314158","doi":"10.1007/978-1-4612-1384-0_23","title":"Precedence Test and Maximal Precedence Test","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Wilcoxon signed-rank test; Sign test; Test (biology); Mathematics; Statistics; Rank (graph theory); Monte Carlo method; Mann–Whitney U test; Combinatorics","score_opus":0.06473541803343899,"score_gpt":0.316222368156539,"score_spread":0.25148695012309996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2276314158","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":[0.007600839,0.00040064397,0.98254365,0.00051406113,0.00017887773,0.00008400517,0.00016397407,0.00033061532,0.008183354],"genre_scores_gemma":[0.31824732,0.0008755532,0.6683056,0.0016548805,0.0011371349,0.0007842745,0.001028649,0.0005702177,0.007396413],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9848028,0.007835075,0.0007463622,0.002194261,0.004002559,0.000418961],"domain_scores_gemma":[0.9066413,0.07834993,0.0028046872,0.006082033,0.0050774603,0.0010445069],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01809806,0.0010318933,0.0017971864,0.0022492968,0.0012095257,0.0021599198,0.002943781,0.0019912575,0.019393148],"category_scores_gemma":[0.11655297,0.00044262945,0.0012329463,0.002823452,0.0041881087,0.0059744315,0.0026657688,0.003235511,0.0029187528],"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":[0.00047870763,0.00013164096,0.00820901,0.00057062437,0.00012390524,0.00066505343,0.00035027543,0.015877396,0.0030718257,0.5474775,0.009638874,0.41340518],"study_design_scores_gemma":[0.000119428245,0.00043573277,0.004856766,0.00015490342,0.00006642937,0.0019280671,0.00018845659,0.10755862,0.006096332,0.8545432,0.023954919,0.00009723384],"about_ca_topic_score_codex":0.0006132924,"about_ca_topic_score_gemma":0.00038126428,"teacher_disagreement_score":0.019393148,"about_ca_system_score_codex":0.0009381469,"about_ca_system_score_gemma":0.0019556102,"threshold_uncertainty_score":0.09571284},"labels":[],"label_agreement":null},{"id":"W2309340362","doi":"10.1007/978-0-8176-4542-7","title":"Advances in Statistical Methods for the Health Sciences","year":2007,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Management science; Computer science; Data science; Engineering","score_opus":0.4337976435451218,"score_gpt":0.5852139180854313,"score_spread":0.15141627454030954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2309340362","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":[0.000706812,0.25477818,0.6519711,0.01617936,0.009923312,0.00031046465,0.0029916621,0.0039615757,0.05917759],"genre_scores_gemma":[0.023582043,0.28202808,0.56844574,0.010632078,0.02639934,0.0017471644,0.0067636175,0.0035087045,0.076893255],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98816246,0.006343005,0.00076047314,0.0010505243,0.0034706653,0.00021277988],"domain_scores_gemma":[0.96743083,0.025595704,0.0009948468,0.0028943648,0.002682981,0.00040129907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011233482,0.0025191633,0.0025076342,0.005339704,0.0005904363,0.004074969,0.0025990014,0.002742963,0.024127783],"category_scores_gemma":[0.03684468,0.0012003416,0.0017823889,0.007883987,0.0032511945,0.0043807765,0.0025138524,0.0077241748,0.025537716],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035481942,0.000054505537,0.00070568547,0.0023178642,0.00021580355,0.00016484153,0.00032186927,0.0043275002,0.00059368083,0.18020816,0.46036232,0.35069233],"study_design_scores_gemma":[0.000013614022,0.00004907229,0.0008452261,0.001015422,0.00004610944,0.0005366746,0.00007605054,0.0047064763,0.00022874304,0.3242712,0.6681672,0.000044169632],"about_ca_topic_score_codex":0.0011140757,"about_ca_topic_score_gemma":0.0014672336,"teacher_disagreement_score":0.024127783,"about_ca_system_score_codex":0.0014594913,"about_ca_system_score_gemma":0.003446399,"threshold_uncertainty_score":0.08071548},"labels":[],"label_agreement":null},{"id":"W24500174","doi":"10.1007/978-1-4612-0077-2_3","title":"Stability and Stabilizability","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Stability and Control of Uncertain Systems","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":"Polytechnique Montréal","funders":"","keywords":"Mathematics; Sigma; Invariant (physics); Stability (learning theory); Combinatorics; Discrete mathematics; Physics; Mathematical physics; Computer science; Quantum mechanics","score_opus":0.029887599502257466,"score_gpt":0.18916264433641017,"score_spread":0.1592750448341527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W24500174","genre_codex":"other","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":[0.011095493,0.043387223,0.41416207,0.0028321778,0.0012595021,0.00009044896,0.00031773924,0.000507409,0.52634794],"genre_scores_gemma":[0.5251358,0.057853643,0.0873094,0.0019217526,0.0031676686,0.0005964376,0.00064493174,0.0004665283,0.32290378],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99969065,0.00004701627,0.000017602622,0.00008330658,0.00013668604,0.000024675357],"domain_scores_gemma":[0.9998198,0.000076089105,0.000015793303,0.000025367257,0.000055386052,0.0000075196294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029207708,0.0006711195,0.0005460984,0.0005482012,0.00054407894,0.0014549389,0.00043145113,0.00066561124,0.012728088],"category_scores_gemma":[0.0006933844,0.00021253465,0.00040657152,0.0005121253,0.001296216,0.0014292799,0.00089801,0.0014493915,0.003220581],"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":[0.00001699875,0.000018908759,0.0000701544,0.00032938438,0.0000195107,0.00012290801,0.00037646468,0.00853869,0.0072530257,0.88815695,0.009064064,0.08603292],"study_design_scores_gemma":[0.000012572874,0.00006733032,0.00030597544,0.00015271912,0.000016487185,0.00028097973,0.00009856405,0.015635712,0.0039885035,0.78524595,0.19417316,0.000022035736],"about_ca_topic_score_codex":0.00073000754,"about_ca_topic_score_gemma":0.00046466794,"teacher_disagreement_score":0.012728088,"about_ca_system_score_codex":0.0006031553,"about_ca_system_score_gemma":0.00044842137,"threshold_uncertainty_score":0.04257971},"labels":[],"label_agreement":null},{"id":"W2493963530","doi":"10.1007/b138793","title":"Advances in Ranking and Selection, Multiple Comparisons, and Reliability","year":2005,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":67,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Ranking (information retrieval); Selection (genetic algorithm); Reliability (semiconductor); Computer science; Statistics; Reliability engineering; Machine learning; Mathematics; Engineering","score_opus":0.08085539091591783,"score_gpt":0.38182864810628336,"score_spread":0.30097325719036555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2493963530","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":[0.0012176197,0.36022934,0.52418774,0.008537028,0.004044496,0.00027083282,0.00046495025,0.0007148197,0.100333184],"genre_scores_gemma":[0.031364843,0.32321587,0.58039635,0.0043098144,0.008314344,0.0012162657,0.0010377212,0.0006541668,0.049490765],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9818108,0.010513545,0.0008020121,0.001140361,0.005471806,0.00026157458],"domain_scores_gemma":[0.96799135,0.02756471,0.000596982,0.0010278445,0.0026510365,0.00016809258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015554897,0.0025336647,0.0025871561,0.00499091,0.000993965,0.0047563757,0.0028242734,0.0021914023,0.016046884],"category_scores_gemma":[0.02903959,0.0010134416,0.0017826554,0.009602511,0.004511679,0.005799334,0.002143795,0.0050015585,0.007826957],"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":[0.0000493603,0.00006344054,0.0004900452,0.0033191903,0.00019806442,0.00013303613,0.00048319873,0.008450394,0.0003762558,0.31601363,0.11592032,0.55450314],"study_design_scores_gemma":[0.000011857783,0.00007023524,0.00083988905,0.0011272621,0.00006073788,0.000301674,0.00017860642,0.008038823,0.0004244247,0.68819404,0.30069628,0.000056159108],"about_ca_topic_score_codex":0.0018163387,"about_ca_topic_score_gemma":0.002528908,"teacher_disagreement_score":0.016046884,"about_ca_system_score_codex":0.003307142,"about_ca_system_score_gemma":0.00260733,"threshold_uncertainty_score":0.08226311},"labels":[],"label_agreement":null},{"id":"W2498354156","doi":"10.1007/978-1-4612-0213-4","title":"Vascular Morphogenesis in the Female Reproductive System","year":2001,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Gynecological conditions and treatments","field":"Medicine","cited_by":23,"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":"Helsingin Yliopisto; Institute of Genetics; Northwestern University; University of California, San Francisco; National Cancer Institute; University of California, Los Angeles; North Dakota State University","keywords":"Mesoderm; Morphogenesis; Scope (computer science); Lineage (genetic); Heart development; Biology; Evolutionary biology; Computer science; Genetics; Gene; Embryonic stem cell","score_opus":0.03395241826894237,"score_gpt":0.2607559693310078,"score_spread":0.22680355106206543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2498354156","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006142925,0.3513163,0.021293018,0.007851445,0.0111473175,0.000055601933,0.000235894,0.0003952818,0.60156226],"genre_scores_gemma":[0.023508808,0.23063609,0.009068491,0.0031562967,0.007900215,0.0000779341,0.00020632597,0.000103321945,0.72534245],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9999732,0.000006147364,0.000001818952,0.000005364691,0.000010434425,0.0000030030058],"domain_scores_gemma":[0.9999347,0.000042621778,0.0000036311696,0.0000037528685,0.0000076650485,0.00000777046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001367583,0.00036366755,0.00023775856,0.0005851879,0.00030448785,0.0006467803,0.00027150748,0.0005189523,0.009113155],"category_scores_gemma":[0.00015089582,0.00018253693,0.00016310022,0.0003824479,0.00077338493,0.00063181703,0.00032166246,0.0012464361,0.0030138073],"study_design_candidate":"not_applicable","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":[0.00006781875,0.00004724863,0.0004374254,0.0004886406,0.000010137352,0.0008132109,0.00036550473,0.0022755922,0.014049317,0.17691635,0.21044196,0.59408677],"study_design_scores_gemma":[0.000004078697,0.000038851176,0.00072781584,0.00012002596,0.0000051349202,0.0008084067,0.000037306163,0.00028140287,0.0008944189,0.01734801,0.97972727,0.000007362992],"about_ca_topic_score_codex":0.0007187705,"about_ca_topic_score_gemma":0.0023624855,"teacher_disagreement_score":0.009113155,"about_ca_system_score_codex":0.00033316665,"about_ca_system_score_gemma":0.00028088153,"threshold_uncertainty_score":0.030486584},"labels":[],"label_agreement":null},{"id":"W26464635","doi":"10.1007/978-1-4612-0181-6_27","title":"Some Recent Results on Hopficity, Co-hopficity and Related Properties","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Rings, Modules, and Algebras","field":"Mathematics","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 Calgary","funders":"","keywords":"Subject (documents); Residual; Computer science; Epistemology; Philosophy; World Wide Web; Algorithm","score_opus":0.08266649094737574,"score_gpt":0.26991888353224686,"score_spread":0.1872523925848711,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W26464635","genre_codex":"other","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":[0.018335793,0.3832475,0.12119627,0.00840243,0.003638537,0.000052723593,0.00045307138,0.00027082345,0.46440288],"genre_scores_gemma":[0.21651886,0.5542026,0.06844168,0.0068257586,0.0172846,0.00013268154,0.001811401,0.0004974868,0.13428496],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99966466,0.000060591905,0.000030524523,0.00007480574,0.00013567264,0.00003377133],"domain_scores_gemma":[0.99921846,0.00047038656,0.00004207225,0.00007504346,0.00014225925,0.000051775616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009858387,0.00055628264,0.0005160519,0.0025502914,0.0008624319,0.0019276398,0.0005441702,0.0005207341,0.010013562],"category_scores_gemma":[0.0015153129,0.0002810235,0.00041564988,0.004235948,0.0016384021,0.006300255,0.0013060488,0.0020697324,0.002507081],"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":[0.000026555705,0.000053425072,0.00039295273,0.0013389173,0.000023494966,0.00019937569,0.00047287237,0.0009613457,0.0016709004,0.7852822,0.026703218,0.18287471],"study_design_scores_gemma":[0.0000054226202,0.000038658618,0.00061682664,0.00021044753,0.000029673653,0.00071650924,0.00029563368,0.0008659599,0.0011780406,0.6594247,0.33659774,0.000020382407],"about_ca_topic_score_codex":0.0004865591,"about_ca_topic_score_gemma":0.000771734,"teacher_disagreement_score":0.010013562,"about_ca_system_score_codex":0.0009380526,"about_ca_system_score_gemma":0.00047319735,"threshold_uncertainty_score":0.033498645},"labels":[],"label_agreement":null},{"id":"W308023924","doi":"10.1007/978-1-4612-1376-5_1","title":"Introduction to Maple","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Chemical and Environmental Engineering Research","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":"Queen's University","funders":"","keywords":"Maple; The Symbolic; Symbolic computation; Computer science; Calculus (dental); Programming language; Mathematics; Mathematical analysis; Psychology","score_opus":0.013691128314495687,"score_gpt":0.20625535077351867,"score_spread":0.192564222459023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W308023924","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014205625,0.013790608,0.5551432,0.0038526317,0.0021873529,0.00024864156,0.007828463,0.058520194,0.35700837],"genre_scores_gemma":[0.022303844,0.026395004,0.4761473,0.003181942,0.0022985395,0.00087367365,0.01454465,0.024604281,0.42965072],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99922204,0.00011784821,0.00005316538,0.00014619957,0.00039122888,0.00006963456],"domain_scores_gemma":[0.99872094,0.0004901532,0.000053513777,0.00020075907,0.00040677312,0.00012787252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007214524,0.0012368831,0.00082485535,0.0022511596,0.0009879458,0.00400492,0.0022193475,0.0011095146,0.16068906],"category_scores_gemma":[0.0040107826,0.0009244177,0.00093808793,0.0044364245,0.0006752875,0.0051123225,0.0019750746,0.0028445744,0.12665386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059334026,0.000045964745,0.00014204718,0.00067108066,0.000017394532,0.0001947667,0.00025483608,0.001721083,0.0010501512,0.07357991,0.5298368,0.39242673],"study_design_scores_gemma":[0.0000063525954,0.000010861529,0.000076463664,0.00009202043,0.000004182679,0.00026550924,0.000021546002,0.0010997052,0.00047296312,0.032964323,0.9649696,0.000016470278],"about_ca_topic_score_codex":0.0008906917,"about_ca_topic_score_gemma":0.0009549209,"teacher_disagreement_score":0.16068906,"about_ca_system_score_codex":0.0008455717,"about_ca_system_score_gemma":0.0011655915,"threshold_uncertainty_score":0.53755844},"labels":[],"label_agreement":null},{"id":"W32320309","doi":"10.1007/978-0-8176-4542-7_9","title":"Agreement Between Two Ratings with Different Ordinal Scales","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Reliability and Agreement in Measurement","field":"Decision Sciences","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":"Cancer Care Ontario","funders":"","keywords":"Ordinal Scale; Agreement; Kappa; Cohen's kappa; Ordinal data; Mathematics; Statistics; Rating scale; Scale (ratio); Level of measurement; Psychology; Linguistics; Geography","score_opus":0.22055782727867868,"score_gpt":0.367782393741022,"score_spread":0.14722456646234333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W32320309","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0507205,0.008102796,0.67785877,0.0029064447,0.002522763,0.001797437,0.0020465527,0.0018140766,0.25223073],"genre_scores_gemma":[0.3351209,0.0073736394,0.6013342,0.0012500794,0.0009258345,0.0030041067,0.002436466,0.0010092752,0.047545534],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.93450516,0.033264242,0.005858483,0.0040898877,0.021676859,0.00060534244],"domain_scores_gemma":[0.8589142,0.115240745,0.004462562,0.0054792124,0.015404792,0.00049848395],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03606678,0.000640018,0.0010894254,0.0059233624,0.0005508048,0.0036685662,0.0018201674,0.0010338672,0.017357152],"category_scores_gemma":[0.11916706,0.0005855971,0.0009797852,0.0049091056,0.0021243556,0.0041279555,0.0026631358,0.0018374929,0.005861803],"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":[0.0007447314,0.00017713095,0.012394394,0.0030542372,0.00037702225,0.0003753143,0.009741567,0.0030500896,0.0066193584,0.11026558,0.043059833,0.8101407],"study_design_scores_gemma":[0.00026671635,0.0012841993,0.06501732,0.005407026,0.0005374292,0.004668179,0.010065637,0.02891205,0.018298578,0.3467268,0.5180311,0.00078492693],"about_ca_topic_score_codex":0.0003630776,"about_ca_topic_score_gemma":0.0006174913,"teacher_disagreement_score":0.9639332,"about_ca_system_score_codex":0.0011487309,"about_ca_system_score_gemma":0.00078893395,"threshold_uncertainty_score":0.19074166},"labels":[],"label_agreement":null},{"id":"W33324758","doi":"10.1007/978-1-4612-0077-2_5","title":"H∞ Control and Filtering","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Control Systems Optimization","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Control (management); Computer science; Artificial intelligence","score_opus":0.009315433719209757,"score_gpt":0.1701766933616381,"score_spread":0.16086125964242834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W33324758","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":[0.0025128035,0.12083452,0.6083552,0.002398827,0.0032344614,0.00009303293,0.0002797629,0.0011934921,0.26109788],"genre_scores_gemma":[0.13641055,0.14756085,0.17450188,0.0037501303,0.0057794754,0.0003993834,0.001167314,0.0005624994,0.52986795],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953675,0.00006575018,0.00002412382,0.00008944361,0.0002577206,0.000026255677],"domain_scores_gemma":[0.9998186,0.000073373805,0.000011905878,0.00002756432,0.00005931173,0.000009249785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003639662,0.0010278568,0.0008884007,0.00067423005,0.00038165995,0.0017231158,0.00071645156,0.001623552,0.012380198],"category_scores_gemma":[0.00074921653,0.00026309956,0.0003447684,0.0013109416,0.00089936843,0.001366475,0.00064247113,0.0016265993,0.006322403],"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":[0.000051408326,0.00007244186,0.0001374873,0.0008865087,0.000041996802,0.00017810545,0.00022780173,0.024881016,0.0036865596,0.24881567,0.077159286,0.6438618],"study_design_scores_gemma":[0.00001764502,0.000109783985,0.0005054978,0.00036968588,0.00001803824,0.00032508446,0.00008773636,0.042969406,0.002138264,0.31445992,0.6389455,0.00005341705],"about_ca_topic_score_codex":0.001846597,"about_ca_topic_score_gemma":0.0011046454,"teacher_disagreement_score":0.012380198,"about_ca_system_score_codex":0.00070096226,"about_ca_system_score_gemma":0.0004918576,"threshold_uncertainty_score":0.04141593},"labels":[],"label_agreement":null},{"id":"W36483672","doi":"10.1007/978-1-4612-0077-2_12","title":"Nonlinear Stochastic Control Problem","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Control Systems Optimization","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Nonlinear system; Control theory (sociology); Robustness (evolution); Stability (learning theory); Computer science; Dynamical systems theory; Class (philosophy); Robust control; Mathematics; Mathematical optimization; Control (management); Artificial intelligence; Physics","score_opus":0.00971401991167191,"score_gpt":0.18413851668198733,"score_spread":0.1744244967703154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W36483672","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":[0.023308882,0.0038613132,0.7396078,0.016359683,0.0019426673,0.000244918,0.0018258365,0.0002216432,0.21262726],"genre_scores_gemma":[0.6660115,0.0057308762,0.07892857,0.004660883,0.0034842596,0.0011171099,0.002111176,0.00019124002,0.23776443],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989778,0.00023483779,0.000049968483,0.00031703024,0.00031435018,0.00010599202],"domain_scores_gemma":[0.999388,0.0003277932,0.00006798264,0.000026834718,0.00014494499,0.00004440779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010900229,0.0010120893,0.0011304445,0.0004744776,0.00073217356,0.001819182,0.0009971814,0.002045542,0.011329542],"category_scores_gemma":[0.0025784774,0.00029570525,0.0006993019,0.00051491265,0.001372687,0.0010698385,0.0015856622,0.0019247613,0.0013647681],"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":[0.00007122386,0.000057705245,0.00032885684,0.00028722422,0.000057370642,0.00036523625,0.00014410383,0.12562351,0.0010947484,0.82319283,0.02001503,0.028762124],"study_design_scores_gemma":[0.000094335,0.00007605837,0.0004517805,0.00008132278,0.000028960658,0.00021584539,0.00009113331,0.43383655,0.0009096383,0.5186573,0.045521334,0.000035728914],"about_ca_topic_score_codex":0.005396545,"about_ca_topic_score_gemma":0.0027220775,"teacher_disagreement_score":0.011329542,"about_ca_system_score_codex":0.0016909835,"about_ca_system_score_gemma":0.0022210663,"threshold_uncertainty_score":0.037901044},"labels":[],"label_agreement":null},{"id":"W37860095","doi":"10.1007/978-0-8176-4719-3_4","title":"Fundamental Problems of Knot Theory","year":2008,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Geometric and Algebraic Topology","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":"University of Toronto","funders":"","keywords":"Knot (papermaking); Contrast (vision); Mathematics; Computer science; Calculus (dental); Theoretical physics; Artificial intelligence; Physics; Engineering","score_opus":0.06879106325273503,"score_gpt":0.27080878786073853,"score_spread":0.2020177246080035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W37860095","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02243509,0.05561069,0.110173866,0.017219631,0.002496773,0.000043054093,0.0002953833,0.00034137597,0.7913841],"genre_scores_gemma":[0.5570564,0.06240086,0.056332197,0.0040583257,0.008986469,0.00020752691,0.00068465015,0.00037314076,0.30990034],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994222,0.00013449822,0.000022590868,0.00010631793,0.00022878242,0.00008561612],"domain_scores_gemma":[0.99938416,0.0003010967,0.000038331003,0.0001152225,0.000097713855,0.00006349872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010083133,0.00060032145,0.00042767465,0.0010431967,0.0017362233,0.0032349036,0.00089256326,0.0013397156,0.010897664],"category_scores_gemma":[0.0021142412,0.00028079236,0.0005642204,0.0011821707,0.0058024465,0.0072386754,0.002015183,0.0032426359,0.0026261567],"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":[0.000001967044,0.00000474231,0.00004184246,0.00003927378,0.0000018465948,0.000013714635,0.00024041891,0.00023402282,0.00009159275,0.98314756,0.006736802,0.009446284],"study_design_scores_gemma":[0.0000015677581,0.000003699126,0.00005635184,0.00002813091,0.0000010064434,0.00004515772,0.0000654701,0.00026295052,0.000041298565,0.9576234,0.04186841,0.0000025108193],"about_ca_topic_score_codex":0.0006544034,"about_ca_topic_score_gemma":0.0005397041,"teacher_disagreement_score":0.010897664,"about_ca_system_score_codex":0.0015792609,"about_ca_system_score_gemma":0.00091440504,"threshold_uncertainty_score":0.036456347},"labels":[],"label_agreement":null},{"id":"W41361680","doi":"10.1007/978-0-8176-4671-4_30","title":"Correct Equilibrium Shape Equation of Axisymmetric Vesicles","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","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":"York University","funders":"","keywords":"Vesicle; Lipid bilayer; Curvature; Bilayer; Rotational symmetry; Lipid vesicle; Aqueous solution; Biophysics; Membrane curvature; Nanotechnology; Drug delivery; Chemistry; Materials science; Physics; Mechanics; Geometry; Membrane; Biology; Mathematics; Organic chemistry; Biochemistry","score_opus":0.040282602048457836,"score_gpt":0.2678971909074833,"score_spread":0.22761458885902547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W41361680","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":[0.0756125,0.004706749,0.61293465,0.0049407566,0.0018778213,0.0002597538,0.001817875,0.00045976488,0.29739022],"genre_scores_gemma":[0.56345046,0.0036067152,0.09488587,0.0026616084,0.0010033129,0.00052670925,0.0015729854,0.001149107,0.3311432],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99971706,0.000041986277,0.000012072781,0.00007376619,0.00011926151,0.000035844776],"domain_scores_gemma":[0.9997013,0.000054113498,0.000028876277,0.000029881203,0.00014901953,0.000036894562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042489253,0.0007016376,0.00068465015,0.00080997776,0.00057383865,0.0011600179,0.0013896292,0.0016811562,0.009602062],"category_scores_gemma":[0.001919727,0.0005262533,0.0006912806,0.0003685742,0.0011354272,0.0023596091,0.0013088718,0.0016362017,0.0030719491],"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":[0.00003189324,0.000016336393,0.00018901555,0.00007181895,0.0000095554515,0.00013612096,0.00015908404,0.018725786,0.0065798387,0.9591815,0.00569168,0.009207539],"study_design_scores_gemma":[0.00004198415,0.00004327393,0.0006293264,0.000043525906,0.000010330572,0.00037540775,0.00006474768,0.39513844,0.003608039,0.5694233,0.030562194,0.000059496037],"about_ca_topic_score_codex":0.0043233004,"about_ca_topic_score_gemma":0.002748499,"teacher_disagreement_score":0.009602062,"about_ca_system_score_codex":0.0013676892,"about_ca_system_score_gemma":0.0008404175,"threshold_uncertainty_score":0.032122135},"labels":[],"label_agreement":null},{"id":"W4205520041","doi":"10.1007/978-1-4612-1322-2_34","title":"Subharmonic Response: Period Doubling","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Subharmonic; Period (music); Physics; Nonlinear system; Acoustics","score_opus":0.030563051377924103,"score_gpt":0.26388047134764003,"score_spread":0.23331741996971594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205520041","genre_codex":"other","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":[0.018186947,0.069493055,0.26326308,0.0019962408,0.0027788386,0.00006612123,0.00018439387,0.0012040314,0.6428272],"genre_scores_gemma":[0.36087307,0.050034434,0.09562506,0.0013948327,0.003487208,0.0002946572,0.00035240804,0.001088217,0.48685008],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998437,0.000027625829,0.0000049585115,0.00003443281,0.00007350536,0.000015702955],"domain_scores_gemma":[0.9998841,0.000055617857,0.000008969643,0.000020134714,0.000019074167,0.0000121288585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023346952,0.0005764211,0.00062996655,0.00080040045,0.0003240374,0.0010975297,0.0004956668,0.00079922826,0.011615818],"category_scores_gemma":[0.00057985564,0.00034357817,0.00018391115,0.00066938973,0.0007996506,0.001131958,0.00074833096,0.0012489574,0.004004654],"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":[0.00012114734,0.000055286055,0.00010251515,0.00046142397,0.000016323742,0.00014803346,0.00025388488,0.0039529293,0.029155003,0.60154104,0.03860469,0.3255879],"study_design_scores_gemma":[0.00003384282,0.00006276921,0.0007215414,0.00015744462,0.000016545899,0.00077944266,0.00009632605,0.02383333,0.008959852,0.7314291,0.23386568,0.000044155655],"about_ca_topic_score_codex":0.00013280327,"about_ca_topic_score_gemma":0.0001382185,"teacher_disagreement_score":0.011615818,"about_ca_system_score_codex":0.00044115953,"about_ca_system_score_gemma":0.00018061584,"threshold_uncertainty_score":0.03885877},"labels":[],"label_agreement":null},{"id":"W4205978685","doi":"10.1007/978-0-8176-8394-8_10","title":"Fast Chaotic Artificial Time Integration","year":2012,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gradient descent; Chaotic; Residual; Applied mathematics; Mathematics; Nonlinear system; Constant (computer programming); Regularization (linguistics); Method of steepest descent; Norm (philosophy); Algebraic number; Mathematical optimization; Computer science; Algorithm; Mathematical analysis; Artificial neural network; Artificial intelligence; Physics","score_opus":0.02873766287141989,"score_gpt":0.23182890721880148,"score_spread":0.20309124434738157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205978685","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":[0.011972686,0.009400276,0.920565,0.00088459975,0.00081364316,0.000042735915,0.00016666765,0.0010609727,0.0550934],"genre_scores_gemma":[0.31200257,0.014580198,0.5327987,0.00047242816,0.0006085215,0.0003065981,0.0005545843,0.0010217307,0.13765466],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99984574,0.000029075196,0.000008912962,0.000024540199,0.00008190355,0.000009763065],"domain_scores_gemma":[0.99975544,0.00010935416,0.000015830708,0.000040773673,0.000063065556,0.0000155866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031581213,0.00050934654,0.00048158134,0.00042044657,0.00031419971,0.0009720358,0.00056110666,0.0006152959,0.0045298934],"category_scores_gemma":[0.0010713026,0.00024969396,0.00044111916,0.00051392,0.00063754903,0.0008861118,0.000882907,0.0011526956,0.001706472],"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":[0.000092814626,0.0000282575,0.00042340055,0.0004680491,0.00007732118,0.0001473298,0.00023753292,0.2530176,0.01602789,0.39397535,0.027109042,0.30839545],"study_design_scores_gemma":[0.000015732787,0.00003073112,0.00029898193,0.00007030647,0.0000126923605,0.00016300821,0.000019362957,0.7977801,0.004566471,0.11874401,0.078268,0.000030697436],"about_ca_topic_score_codex":0.0006233589,"about_ca_topic_score_gemma":0.0006104768,"teacher_disagreement_score":0.0045298934,"about_ca_system_score_codex":0.00064507505,"about_ca_system_score_gemma":0.00032758026,"threshold_uncertainty_score":0.015154004},"labels":[],"label_agreement":null},{"id":"W4230302628","doi":"10.1007/978-1-4612-0211-0_20","title":"Iron Core Inductor","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Core (optical fiber); Inductor; Computer science; Electrical engineering; Engineering; Telecommunications","score_opus":0.037276403045933604,"score_gpt":0.23391838395818015,"score_spread":0.19664198091224655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230302628","genre_codex":"other","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":[0.004970318,0.008503566,0.17618535,0.0007409804,0.0019120872,0.00014228627,0.00026743507,0.0037136995,0.80356425],"genre_scores_gemma":[0.043227594,0.0037385647,0.02572806,0.0003547934,0.0003141974,0.000059329883,0.0003902953,0.0003837234,0.92580336],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998604,0.000012165106,0.0000041852263,0.000027039603,0.000083081424,0.000013112235],"domain_scores_gemma":[0.9998857,0.000012977623,0.0000056463928,0.000022891938,0.000061932085,0.000010874515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017036161,0.00075095205,0.000543623,0.00088565674,0.0004314618,0.00084721774,0.00079501973,0.00057740783,0.037797242],"category_scores_gemma":[0.00025014716,0.00027573144,0.00030071984,0.0006449359,0.00026598823,0.00096596574,0.00052252057,0.0006568663,0.024341851],"study_design_candidate":"bench_or_experimental","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":[0.00010751936,0.00009034751,0.0001631336,0.00045262332,0.000019090348,0.00021642797,0.00015167445,0.0021712496,0.0331932,0.060640838,0.13323325,0.76956064],"study_design_scores_gemma":[0.000014041189,0.00011700617,0.0004592446,0.000111076486,0.000029638239,0.0008507174,0.00004757508,0.0045108097,0.016307829,0.015558167,0.9619767,0.00001715071],"about_ca_topic_score_codex":0.0005105586,"about_ca_topic_score_gemma":0.0009215166,"teacher_disagreement_score":0.037797242,"about_ca_system_score_codex":0.00058912544,"about_ca_system_score_gemma":0.00039073272,"threshold_uncertainty_score":0.1264444},"labels":[],"label_agreement":null},{"id":"W4230610687","doi":"10.1007/978-1-4612-1322-2_7","title":"Limit Cycles","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Differential Equations and Dynamical Systems","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":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Limit cycle; Limit (mathematics); Van der Pol oscillator; Nonlinear system; Physics; Mathematical physics; Mathematics; Calculus (dental); Mathematical analysis; Quantum mechanics","score_opus":0.06692752018634307,"score_gpt":0.29561047087746245,"score_spread":0.22868295069111938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230610687","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023876818,0.013510569,0.15406518,0.0021517193,0.0009741348,0.000114126386,0.00034643535,0.00029958156,0.80466145],"genre_scores_gemma":[0.4414941,0.013962247,0.09012209,0.0014910924,0.001037722,0.00070917077,0.0008311634,0.00056559226,0.44978684],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996655,0.000068821275,0.00002163318,0.00008742749,0.00012646586,0.000030169907],"domain_scores_gemma":[0.9996711,0.00011274224,0.00003045816,0.00006307425,0.000092613554,0.000030009209],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044371604,0.0006245188,0.0004206646,0.0013294719,0.0014191038,0.0025202865,0.0006653031,0.0009946437,0.01305216],"category_scores_gemma":[0.0014569237,0.00028795644,0.0004696169,0.0008648311,0.001839384,0.0035921687,0.0014690917,0.001507099,0.003267676],"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":[0.0000015185764,0.0000026615476,0.000023516686,0.000022759832,0.0000016750286,0.000021495993,0.00010309174,0.00021251869,0.00013792806,0.9903144,0.0023899782,0.0067683086],"study_design_scores_gemma":[0.0000022730947,0.0000061543647,0.000057255922,0.000026909245,0.0000023137488,0.0001496371,0.000056840807,0.0013243365,0.00025309643,0.92181027,0.07630637,0.000004510202],"about_ca_topic_score_codex":0.0006407776,"about_ca_topic_score_gemma":0.00072422065,"teacher_disagreement_score":0.01305216,"about_ca_system_score_codex":0.0013643346,"about_ca_system_score_gemma":0.0005295524,"threshold_uncertainty_score":0.04366386},"labels":[],"label_agreement":null},{"id":"W4230740010","doi":"10.1007/978-1-4612-1322-2_23","title":"Focal Point Instability","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Instability; Point (geometry); Focal point; Physics; Mathematics; Optics; Mechanics; Geometry; Cardinal point","score_opus":0.009959052377606517,"score_gpt":0.1826021817277509,"score_spread":0.17264312935014436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230740010","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016148895,0.016060743,0.056009825,0.0015843458,0.0013872797,0.00005494175,0.00033178699,0.0010225939,0.9073997],"genre_scores_gemma":[0.25308174,0.013837693,0.018036949,0.0005941041,0.0009604379,0.00018058608,0.0008087605,0.00067934184,0.71182036],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998764,0.000012494799,0.0000037419393,0.000027616827,0.000060896036,0.000018833272],"domain_scores_gemma":[0.9999323,0.000008706799,0.000005622438,0.000016900396,0.000023817902,0.0000126585355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013200358,0.0007014892,0.0005921504,0.001145736,0.00084771845,0.001542191,0.0006412709,0.00079351885,0.02190839],"category_scores_gemma":[0.000406014,0.00025091704,0.00028954074,0.0007156023,0.00068955735,0.0015881093,0.001677462,0.0013021834,0.00775404],"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":[0.00003716016,0.000032381235,0.00018968126,0.0001420979,0.00001301086,0.00013355739,0.00021728074,0.0018580675,0.007938872,0.7068182,0.08263691,0.1999827],"study_design_scores_gemma":[0.000013287754,0.000033055767,0.0008316367,0.0001161995,0.000014583126,0.00069809984,0.00014553861,0.011249958,0.007060635,0.6245949,0.3552104,0.000031665],"about_ca_topic_score_codex":0.0007465645,"about_ca_topic_score_gemma":0.00072904705,"teacher_disagreement_score":0.02190839,"about_ca_system_score_codex":0.0006677426,"about_ca_system_score_gemma":0.00040012656,"threshold_uncertainty_score":0.073290884},"labels":[],"label_agreement":null},{"id":"W4231576442","doi":"10.1007/978-0-8176-4719-3_1","title":"Introduction","year":2008,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Experimental and Theoretical Physics Studies","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":"University of Toronto","funders":"","keywords":"String (physics); Knot (papermaking); Loop (graph theory); Combinatorics; Mathematics; Computer science; Physics; Theoretical physics; Engineering","score_opus":0.010541090448256771,"score_gpt":0.2130373031324038,"score_spread":0.20249621268414703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231576442","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009457862,0.014997608,0.008056294,0.0029162718,0.0031194312,0.00009071394,0.0009696448,0.0005478211,0.9683564],"genre_scores_gemma":[0.0042140842,0.007197764,0.003232689,0.0014832879,0.0007945182,0.00004850356,0.0007393347,0.00023900146,0.9820508],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996902,0.000033041782,0.000013303051,0.00009306403,0.00013779693,0.000032635915],"domain_scores_gemma":[0.9997086,0.0000647659,0.000013840497,0.000044988938,0.00011705958,0.000050755993],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030862275,0.00087453896,0.0005157342,0.0010509012,0.0011763385,0.003177426,0.0011958145,0.0014220285,0.2365353],"category_scores_gemma":[0.0010029289,0.00029604064,0.00037784895,0.0010632839,0.0009535341,0.0034193422,0.0015388977,0.0018717776,0.13985205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003598821,0.000058579873,0.00019288754,0.00037879567,0.0000046183145,0.00011888376,0.0006734492,0.00027354102,0.00076078717,0.170325,0.61058146,0.21659602],"study_design_scores_gemma":[9.53e-7,0.0000063007383,0.00007847661,0.00007678118,7.350558e-7,0.000099736,0.00004296962,0.000026868425,0.00005804736,0.007032801,0.9925741,0.000002286625],"about_ca_topic_score_codex":0.00114296,"about_ca_topic_score_gemma":0.0019293139,"teacher_disagreement_score":0.7634647,"about_ca_system_score_codex":0.0010811405,"about_ca_system_score_gemma":0.00088718295,"threshold_uncertainty_score":0.7912894},"labels":[],"label_agreement":null},{"id":"W4231994105","doi":"10.1007/978-1-4612-1334-5_8","title":"Linear Prediction","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","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":"University of Calgary; McMaster University","funders":"","keywords":"Statistics; Scale (ratio); Mathematics; Econometrics; Computer science; Geography; Cartography","score_opus":0.0921450935385813,"score_gpt":0.33073567454328157,"score_spread":0.23859058100470026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231994105","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":[0.0069766915,0.005286083,0.9624067,0.0013452735,0.00097017863,0.000059920847,0.0015400803,0.0024681487,0.018946975],"genre_scores_gemma":[0.51311326,0.011570856,0.31053343,0.0016846322,0.0025201614,0.00037159817,0.008634793,0.0007356718,0.15083559],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99929667,0.00017508602,0.000025735131,0.00026480173,0.00015951025,0.00007815969],"domain_scores_gemma":[0.99873084,0.00068588974,0.00005990735,0.00021657902,0.00026989143,0.000036917354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010386088,0.0010142868,0.0010639871,0.0005336753,0.00032969195,0.0012945265,0.0013759978,0.00094167975,0.016070293],"category_scores_gemma":[0.003940848,0.00033272986,0.0006683554,0.0012317214,0.00046550357,0.0014605939,0.00083290366,0.001515414,0.011160326],"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":[0.00023616882,0.00011383745,0.002275795,0.00031774852,0.00017757002,0.00012589582,0.000073840216,0.19980697,0.0023097594,0.054758597,0.04800991,0.69179386],"study_design_scores_gemma":[0.000019398927,0.00008902122,0.0010041589,0.00007026353,0.00005485714,0.00009102702,0.000022949262,0.9239298,0.0020012837,0.051493566,0.021185145,0.000038511113],"about_ca_topic_score_codex":0.004361937,"about_ca_topic_score_gemma":0.004349548,"teacher_disagreement_score":0.016070293,"about_ca_system_score_codex":0.0005549415,"about_ca_system_score_gemma":0.00067064347,"threshold_uncertainty_score":0.05376053},"labels":[],"label_agreement":null},{"id":"W4233341531","doi":"10.1007/978-1-4612-1330-7_10","title":"Elastic Stability","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Modeling and Simulation Systems","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":"STMicroelectronics (Canada)","funders":"","keywords":"Stability (learning theory); Property (philosophy); Classical mechanics; Physics; Mechanics; Mathematics; Computer science; Philosophy","score_opus":0.05107390651012945,"score_gpt":0.2364043360259376,"score_spread":0.18533042951580816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233341531","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014826482,0.014486692,0.3256342,0.0016592202,0.0010753925,0.00010496469,0.0004959342,0.0004164635,0.64130056],"genre_scores_gemma":[0.2902619,0.022960026,0.08303149,0.0013465921,0.0014771287,0.00028873608,0.0013090986,0.0006343195,0.5986907],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995609,0.000041929543,0.000025702933,0.00012995566,0.00020187214,0.00003958536],"domain_scores_gemma":[0.9997254,0.00009210629,0.000027800259,0.00003723284,0.00010149834,0.000015882177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035224564,0.00076589093,0.0005420493,0.0013014501,0.0012330802,0.0016454817,0.0010067457,0.00088808965,0.039856415],"category_scores_gemma":[0.0009874414,0.0004300216,0.0005508696,0.00076732016,0.0014514654,0.002123546,0.0020615445,0.0011214259,0.011177378],"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":[0.000024482335,0.000019668845,0.00028624648,0.00032513772,0.000014771209,0.0002006337,0.00025329215,0.008897919,0.0062483475,0.8918552,0.011441946,0.08043245],"study_design_scores_gemma":[0.000009989995,0.000054153104,0.00051999703,0.0002202313,0.000020799105,0.0008882879,0.00024925577,0.017448867,0.0066149654,0.64641315,0.32752326,0.00003706611],"about_ca_topic_score_codex":0.0007012569,"about_ca_topic_score_gemma":0.0006100287,"teacher_disagreement_score":0.039856415,"about_ca_system_score_codex":0.00069253414,"about_ca_system_score_gemma":0.00046166725,"threshold_uncertainty_score":0.13333297},"labels":[],"label_agreement":null},{"id":"W4233501884","doi":"10.1007/978-1-4612-0211-0_7","title":"Limit Cycles","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Differential Equations and Dynamical Systems","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":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Limit (mathematics); Limit cycle; Van der Pol oscillator; Nonlinear system; Physics; Mathematics; Mathematical physics; Calculus (dental); Mathematical analysis; Quantum mechanics","score_opus":0.0710083837220452,"score_gpt":0.30011313711268184,"score_spread":0.22910475339063663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233501884","genre_codex":"other","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":[0.032408983,0.013164306,0.19550201,0.0024215276,0.00092546304,0.00012481818,0.00041451282,0.0003688533,0.7546696],"genre_scores_gemma":[0.47251213,0.014330671,0.1015382,0.0013658287,0.00093360053,0.00074959453,0.0009281494,0.0006672447,0.40697464],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997185,0.000056606117,0.000018755687,0.00007470148,0.00010413136,0.000027281274],"domain_scores_gemma":[0.9996983,0.00010258638,0.000029674118,0.000055005712,0.00008495338,0.000029531355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038274736,0.00060252723,0.0004223305,0.0013513255,0.0014755608,0.002318993,0.00063953816,0.0009862506,0.014501985],"category_scores_gemma":[0.0014028683,0.00029813405,0.0005343357,0.0008680778,0.0016498655,0.0033549962,0.0013550635,0.0014888601,0.0032974728],"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":[0.000001795472,0.0000029629073,0.000027798964,0.000024632816,0.0000018480868,0.000025971998,0.00009812083,0.00029833196,0.00016803802,0.98963916,0.0023927004,0.0073186615],"study_design_scores_gemma":[0.0000021977335,0.0000055413016,0.000055027453,0.000025195159,0.0000020807565,0.0001466221,0.000052109925,0.0016698228,0.00024190018,0.9436602,0.054134957,0.0000044172366],"about_ca_topic_score_codex":0.00069786847,"about_ca_topic_score_gemma":0.0007780452,"teacher_disagreement_score":0.014501985,"about_ca_system_score_codex":0.00134907,"about_ca_system_score_gemma":0.0005567595,"threshold_uncertainty_score":0.04851401},"labels":[],"label_agreement":null},{"id":"W4235364855","doi":"10.1007/978-1-4612-1322-2_25","title":"Stable Limit Cycle","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Limit (mathematics); Limit cycle; Environmental science; Mathematics; Mathematical analysis","score_opus":0.019421024901606656,"score_gpt":0.17476097661060253,"score_spread":0.15533995170899587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235364855","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03936981,0.005000353,0.07938101,0.0015983033,0.00053479586,0.00010791855,0.0010472715,0.0007228924,0.8722377],"genre_scores_gemma":[0.45605624,0.0047237794,0.021159459,0.0005823259,0.00035458428,0.000289949,0.0014831081,0.00048342513,0.51486707],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99983656,0.000019909727,0.0000065003624,0.000041992815,0.0000707492,0.00002410824],"domain_scores_gemma":[0.99984586,0.000023660748,0.000010232407,0.000033211032,0.00006425105,0.00002270035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021972846,0.0003998682,0.000482653,0.0012094422,0.000810843,0.0015268532,0.0006383866,0.0005973641,0.03135285],"category_scores_gemma":[0.00084485573,0.00018017243,0.0002858298,0.0009420723,0.00078992546,0.0015825363,0.00096672616,0.0008328394,0.005236506],"study_design_candidate":"not_applicable","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":[0.00001533319,0.00001678541,0.00016172921,0.000043663455,0.000009188239,0.000036986286,0.000085764,0.0016847196,0.0009993224,0.9345418,0.0174303,0.044974394],"study_design_scores_gemma":[0.000008008826,0.000012351498,0.00025135724,0.00001846123,0.000004557342,0.00008235562,0.000035633107,0.005318491,0.0005463949,0.92612505,0.0675904,0.0000069481225],"about_ca_topic_score_codex":0.0016776194,"about_ca_topic_score_gemma":0.0014036635,"teacher_disagreement_score":0.03135285,"about_ca_system_score_codex":0.0010587414,"about_ca_system_score_gemma":0.00070407614,"threshold_uncertainty_score":0.1048857},"labels":[],"label_agreement":null},{"id":"W4235696563","doi":"10.1007/978-1-4612-1322-2_3","title":"Nonlinear Systems. Part II","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Various Chemistry Research Topics","field":"Chemistry","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 the Fraser Valley; Simon Fraser University","funders":"","keywords":"Realm; Intellect; Variety (cybernetics); Craft; Fish <Actinopterygii>; Visual arts; History; Computer science; Aesthetics; Art; Artificial intelligence; Epistemology; Biology; Fishery; Archaeology; Philosophy","score_opus":0.03197316251622748,"score_gpt":0.2492245377425586,"score_spread":0.21725137522633112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235696563","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004520651,0.31045008,0.10044226,0.010108213,0.01909323,0.00022184159,0.0018892112,0.00067465124,0.5525997],"genre_scores_gemma":[0.098749556,0.16770802,0.022584615,0.005270205,0.014193128,0.00068054267,0.0021947748,0.00038956085,0.6882296],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99973744,0.00005807252,0.000013572542,0.000058344307,0.000105044295,0.000027515567],"domain_scores_gemma":[0.99972063,0.00010192456,0.000023057404,0.000048040085,0.00008851686,0.000017815035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000341277,0.0010351002,0.0006603181,0.00062279677,0.00038038444,0.0014740671,0.00059604837,0.0012767604,0.04954102],"category_scores_gemma":[0.0009031271,0.00026762235,0.0005589619,0.0008111572,0.0010323107,0.0011416766,0.00083778217,0.0017048409,0.012938779],"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":[0.000051766896,0.00010071026,0.00085468235,0.0017050988,0.000100604855,0.00032355747,0.00028520657,0.011535729,0.002956401,0.35978326,0.35348064,0.26882228],"study_design_scores_gemma":[0.000012344709,0.0000738887,0.0019505855,0.00049079093,0.000023213423,0.0005631536,0.00010621157,0.010372076,0.00045542463,0.21269819,0.7732313,0.000022824257],"about_ca_topic_score_codex":0.001585442,"about_ca_topic_score_gemma":0.0015592203,"teacher_disagreement_score":0.04954102,"about_ca_system_score_codex":0.00089183555,"about_ca_system_score_gemma":0.00072401186,"threshold_uncertainty_score":0.16573125},"labels":[],"label_agreement":null},{"id":"W4236267954","doi":"10.1007/978-1-4612-0077-2_1","title":"Introduction","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Chaos control and synchronization","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":"Polytechnique Montréal","funders":"","keywords":"Instant; Moment (physics); Class (philosophy); Computer science; Control theory (sociology); Control (management); Physics; Artificial intelligence; Classical mechanics; Quantum mechanics","score_opus":0.011111916588388537,"score_gpt":0.1913874201317251,"score_spread":0.18027550354333657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236267954","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012674559,0.020648088,0.0124503095,0.0058329054,0.010556277,0.00021598832,0.0035484596,0.0015462369,0.94393426],"genre_scores_gemma":[0.003851661,0.010525764,0.0051403376,0.002375267,0.0021467695,0.00011361316,0.0030546975,0.0005265776,0.9722653],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995005,0.000048099868,0.000025520127,0.00012491502,0.00024932556,0.000051574105],"domain_scores_gemma":[0.9994783,0.000105599145,0.00002933465,0.00006590252,0.00023820091,0.00008271848],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003488438,0.0009461449,0.0007271778,0.0012914102,0.0011637117,0.0032859913,0.0015752886,0.0017386434,0.36879987],"category_scores_gemma":[0.0017799463,0.00032957093,0.0005386716,0.0014043507,0.00059798016,0.0032788788,0.0017356905,0.002037591,0.23251379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034593693,0.00005521259,0.00018831085,0.00040385712,0.0000051287875,0.00012362371,0.00038229531,0.0003161887,0.0008170062,0.05973322,0.7309684,0.20697224],"study_design_scores_gemma":[0.0000011435776,0.000006929151,0.00007539904,0.000083384584,9.137625e-7,0.000087521825,0.00003351797,0.000027455575,0.000061481944,0.00393079,0.9956891,0.0000025051363],"about_ca_topic_score_codex":0.0012530604,"about_ca_topic_score_gemma":0.0017626482,"teacher_disagreement_score":0.63120013,"about_ca_system_score_codex":0.0010763895,"about_ca_system_score_gemma":0.0010239888,"threshold_uncertainty_score":0.90033036},"labels":[],"label_agreement":null},{"id":"W4236519395","doi":"10.1007/978-1-4612-0211-0_40","title":"Power Spectrum","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Power (physics); Computer science; Physics","score_opus":0.019133381734535975,"score_gpt":0.230509984959988,"score_spread":0.21137660322545204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236519395","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001777499,0.009995311,0.075844295,0.00085286144,0.00114162,0.000019728253,0.00044473237,0.0017296051,0.90819424],"genre_scores_gemma":[0.047175635,0.00898312,0.014184024,0.00035597882,0.0011015143,0.00005803579,0.00089921034,0.0009926406,0.9262498],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99978524,0.000020075186,0.0000056904264,0.00004619713,0.00012659468,0.000016165053],"domain_scores_gemma":[0.9997744,0.000043265274,0.000008911697,0.00007539973,0.00007943636,0.000018547727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021245869,0.0010174458,0.0008558354,0.0016934115,0.0005737979,0.0019651204,0.00070805417,0.0007227307,0.103365384],"category_scores_gemma":[0.0007008417,0.00031145147,0.00023572551,0.001825326,0.0006679247,0.0018670487,0.00084320176,0.0013797915,0.05662203],"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":[0.000039301667,0.000036749287,0.00013486115,0.00015799409,0.000014822883,0.00009112987,0.00011782784,0.0018207282,0.004430488,0.2800074,0.26352283,0.44962582],"study_design_scores_gemma":[0.0000081350745,0.000024742209,0.0005100563,0.00008703014,0.000016901515,0.00037306373,0.000067232315,0.0058137933,0.0026030676,0.18064797,0.80982816,0.000019967378],"about_ca_topic_score_codex":0.00073584734,"about_ca_topic_score_gemma":0.0010238449,"teacher_disagreement_score":0.103365384,"about_ca_system_score_codex":0.0005998391,"about_ca_system_score_gemma":0.00035503492,"threshold_uncertainty_score":0.3457917},"labels":[],"label_agreement":null},{"id":"W4236549871","doi":"10.1007/978-1-4612-1356-7_9","title":"Queueing Systems","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","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":"McMaster University","funders":"","keywords":"Sonnet; Queueing theory; Queueing system; Service (business); History; Operations research; Computer science; Art; Literature; Mathematics; Economics; Poetry; Computer network; Economy","score_opus":0.018672697822387795,"score_gpt":0.2093041480931838,"score_spread":0.190631450270796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236549871","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005581678,0.07099623,0.49256474,0.01315638,0.0064471723,0.00035906886,0.0018952987,0.0023930585,0.40660638],"genre_scores_gemma":[0.30544314,0.07280735,0.17393398,0.0066349944,0.0073043257,0.0009902777,0.0041243434,0.00056035724,0.42820126],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984176,0.00043186435,0.00011732098,0.00030917628,0.0005981305,0.00012595195],"domain_scores_gemma":[0.9987507,0.00044180383,0.00008266125,0.0002709655,0.00036099684,0.000092863585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012950068,0.0012614995,0.0011023586,0.0011673477,0.001558872,0.004928398,0.0013493849,0.0019889078,0.024437686],"category_scores_gemma":[0.0039755404,0.00058263756,0.00065446296,0.0020653896,0.001601045,0.0042118086,0.0022442269,0.0025748766,0.011272178],"study_design_candidate":"not_applicable","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":[0.000027571681,0.000042393684,0.00027793986,0.0002452579,0.000028923107,0.00014723328,0.0003206619,0.0049059326,0.0007533255,0.83298284,0.07336969,0.0868982],"study_design_scores_gemma":[0.000019654148,0.00005564033,0.00030158987,0.00015439162,0.00001848872,0.00029807567,0.0001184482,0.016610002,0.00048390764,0.50802475,0.47388572,0.0000293318],"about_ca_topic_score_codex":0.0023305346,"about_ca_topic_score_gemma":0.0019345345,"teacher_disagreement_score":0.024437686,"about_ca_system_score_codex":0.0024237079,"about_ca_system_score_gemma":0.0018900791,"threshold_uncertainty_score":0.08175224},"labels":[],"label_agreement":null},{"id":"W4240224633","doi":"10.1007/978-1-4612-1336-9_21","title":"A Multistage Supergame of Downstream Pollution","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","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":"Group for Research in Decision Analysis; HEC Montréal","funders":"","keywords":"Downstream (manufacturing); Outcome (game theory); Set (abstract data type); Bargaining problem; Pollution; Mathematical economics; Computer science; Operations management; Economics; Ecology","score_opus":0.07363768793220318,"score_gpt":0.22077141874499617,"score_spread":0.147133730812793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240224633","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":[0.0922318,0.00036681187,0.72978765,0.0011440227,0.00007476056,0.000230898,0.00042606244,0.00015374612,0.17558427],"genre_scores_gemma":[0.891004,0.0005418664,0.058018334,0.00017101115,0.000028273285,0.00034109966,0.00026286568,0.00004513123,0.04958731],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994821,0.00024112946,0.000015771117,0.00007303403,0.0000967815,0.00009132894],"domain_scores_gemma":[0.99966156,0.00015328718,0.000041035255,0.000035457313,0.000033620996,0.00007514099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063717336,0.00061239203,0.0006045665,0.00040658066,0.0011107208,0.001794657,0.0017317745,0.0014621455,0.009996756],"category_scores_gemma":[0.00088795804,0.00045229538,0.0008606665,0.00063777174,0.0015908253,0.002217824,0.0016414602,0.0015076115,0.00064696406],"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":[0.00005702861,0.000057661135,0.00022169005,0.00005767004,0.00001968658,0.00027527456,0.00028404847,0.1873068,0.0015206622,0.80203736,0.0021687981,0.0059933737],"study_design_scores_gemma":[0.000051769282,0.00011067393,0.0002686384,0.000032729164,0.000025470981,0.00012494538,0.00020822491,0.5453127,0.0005931801,0.4421224,0.011121798,0.000027417947],"about_ca_topic_score_codex":0.0063837613,"about_ca_topic_score_gemma":0.00851592,"teacher_disagreement_score":0.009996756,"about_ca_system_score_codex":0.002128878,"about_ca_system_score_gemma":0.0016189143,"threshold_uncertainty_score":0.033442438},"labels":[],"label_agreement":null},{"id":"W4240255750","doi":"10.1007/978-1-4612-1322-2_31","title":"Nonlinear Resonance Curve: Mechanical","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Nonlinear system; Resonance (particle physics); Nonlinear resonance; Materials science; Physics; Atomic physics; Quantum mechanics","score_opus":0.016161554557769086,"score_gpt":0.2198154848826686,"score_spread":0.20365393032489953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240255750","genre_codex":"other","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":[0.0043419055,0.019484423,0.10668419,0.0023163655,0.0020846715,0.00005630239,0.0006196554,0.002104218,0.86230826],"genre_scores_gemma":[0.07347064,0.0151873855,0.03468385,0.00052366004,0.001382988,0.00016239783,0.0012436089,0.0015502718,0.87179524],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996766,0.000023573235,0.000007208551,0.00006762819,0.00020648532,0.000018510256],"domain_scores_gemma":[0.99977154,0.00004035718,0.000011371308,0.00005557183,0.000100235564,0.000021045267],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023042454,0.0008757047,0.00064077455,0.0017855817,0.00064745964,0.0012840446,0.0010633011,0.00097289286,0.053217717],"category_scores_gemma":[0.0008454142,0.00032744007,0.00024204123,0.001597691,0.0011148907,0.0020591826,0.0011177054,0.0017313013,0.03431799],"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":[0.000063056825,0.00004991051,0.00012575055,0.0004568623,0.0000087354465,0.00010015577,0.00023740038,0.0027677047,0.018041147,0.32733047,0.20487975,0.44593906],"study_design_scores_gemma":[0.000010181451,0.000033614288,0.0007707155,0.00013854058,0.00000886283,0.0004307958,0.00009279061,0.011953907,0.007957535,0.10420963,0.8743615,0.00003192471],"about_ca_topic_score_codex":0.0012770079,"about_ca_topic_score_gemma":0.0011086932,"teacher_disagreement_score":0.053217717,"about_ca_system_score_codex":0.0011720563,"about_ca_system_score_gemma":0.0005153821,"threshold_uncertainty_score":0.17803097},"labels":[],"label_agreement":null},{"id":"W4240348456","doi":"10.1007/978-1-4612-0211-0_3","title":"Nonlinear Systems. Part II","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Various Chemistry Research Topics","field":"Chemistry","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 the Fraser Valley; Simon Fraser University","funders":"","keywords":"Realm; Intellect; Variety (cybernetics); Craft; Fish <Actinopterygii>; Visual arts; History; Aesthetics; Computer science; Art; Epistemology; Artificial intelligence; Biology; Archaeology; Fishery; Philosophy","score_opus":0.03421175004588011,"score_gpt":0.25372189713528104,"score_spread":0.21951014708940092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240348456","genre_codex":"other","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":[0.004394535,0.30748445,0.09608632,0.010103402,0.018894223,0.00021588098,0.0018351151,0.0006777722,0.5603083],"genre_scores_gemma":[0.09133671,0.16101356,0.021182535,0.0050119697,0.013373107,0.0006265186,0.0020803586,0.0003782699,0.70499694],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99974006,0.00005673115,0.000013355134,0.000057671765,0.00010509287,0.000027092821],"domain_scores_gemma":[0.99972755,0.000097887554,0.000022315253,0.00004733993,0.00008711457,0.000017774972],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033337728,0.001031565,0.00065715495,0.00062742154,0.0003836045,0.0014829104,0.00059815607,0.0012684405,0.051005274],"category_scores_gemma":[0.00086717046,0.0002697213,0.00055942347,0.0008047187,0.0010273282,0.001149093,0.00082766067,0.0017065591,0.0134110395],"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":[0.000050603532,0.00010034139,0.0008181434,0.0016842039,0.00009877642,0.0003179543,0.00028556597,0.010943141,0.002928038,0.3492884,0.36144862,0.27203614],"study_design_scores_gemma":[0.000011960743,0.0000714021,0.0018415846,0.0004787157,0.000022328803,0.00055232336,0.00010405355,0.009397668,0.00045732767,0.20165476,0.78538585,0.000022058039],"about_ca_topic_score_codex":0.0015543397,"about_ca_topic_score_gemma":0.0015683135,"teacher_disagreement_score":0.051005274,"about_ca_system_score_codex":0.0008969846,"about_ca_system_score_gemma":0.0007285737,"threshold_uncertainty_score":0.17062962},"labels":[],"label_agreement":null},{"id":"W4240504209","doi":"10.1007/978-1-4612-0013-0_6","title":"Newtonian Dynamics II","year":2003,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Experimental and Theoretical Physics Studies","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":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Newtonian dynamics; Statistical physics; Classical mechanics; Newtonian fluid; Physics; Dynamics (music); Nonlinear system; Lorentz force; Lorentz transformation; Simple (philosophy); Monte Carlo method; Mathematics; Magnetic field; Quantum mechanics; Philosophy","score_opus":0.00871478762494413,"score_gpt":0.21593754407170945,"score_spread":0.20722275644676533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240504209","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004647234,0.02889158,0.051344596,0.01160316,0.003002187,0.00003835438,0.00018624718,0.0003287433,0.89995784],"genre_scores_gemma":[0.1440715,0.029949933,0.028624408,0.007056156,0.0028835179,0.00015990596,0.00033224633,0.00041930235,0.78650296],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99981636,0.00003540073,0.0000054870034,0.000043063526,0.000080541926,0.000019195462],"domain_scores_gemma":[0.9998054,0.00006635451,0.000014277764,0.000031177715,0.00005933906,0.000023475623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029457576,0.00038733432,0.00023033009,0.00045853268,0.0008011223,0.0015975725,0.0004142081,0.00064654025,0.0106243305],"category_scores_gemma":[0.0006230506,0.00015551188,0.00027901054,0.00036483555,0.0019447717,0.0022879068,0.0007554502,0.0020937747,0.003248311],"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":[0.0000034632478,0.0000044550147,0.000055038454,0.000047666937,0.0000029609905,0.000017996426,0.0002461025,0.0005304306,0.0002729338,0.9488578,0.031302765,0.018658385],"study_design_scores_gemma":[0.000002377013,0.0000106050065,0.00017626079,0.000056016495,0.0000021609333,0.00007351905,0.000058205624,0.0010754096,0.0002803615,0.40280375,0.595455,0.000006312725],"about_ca_topic_score_codex":0.0018339893,"about_ca_topic_score_gemma":0.0013833592,"teacher_disagreement_score":0.0106243305,"about_ca_system_score_codex":0.0013940047,"about_ca_system_score_gemma":0.0010233739,"threshold_uncertainty_score":0.035541892},"labels":[],"label_agreement":null},{"id":"W4243450610","doi":"10.1007/978-1-4612-1322-2_10","title":"Nonlinear PDE Phenomena","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","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 the Fraser Valley; Simon Fraser University","funders":"","keywords":"Korteweg–de Vries equation; Nonlinear system; Displacement (psychology); Transverse plane; Section (typography); Mathematical analysis; Physics; Mathematical physics; Mathematics; Computer science; Engineering; Quantum mechanics; Structural engineering","score_opus":0.01654860872834876,"score_gpt":0.19063697954666425,"score_spread":0.1740883708183155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243450610","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011266403,0.03892151,0.37337807,0.0063544265,0.005531499,0.00017692104,0.0013679923,0.00041472874,0.56258845],"genre_scores_gemma":[0.19997035,0.034426507,0.09083829,0.005125674,0.0034497154,0.0005169606,0.0015584811,0.00043858978,0.6636754],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99984384,0.000036448157,0.000009050601,0.00004294069,0.00005344611,0.000014276557],"domain_scores_gemma":[0.9998946,0.000043225606,0.000009531941,0.000016680553,0.000030151794,0.0000057432603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002408536,0.00067766395,0.00052959204,0.00038517138,0.0005004363,0.0010741716,0.00057115074,0.0009388068,0.017738102],"category_scores_gemma":[0.0006371767,0.00023652022,0.0006636891,0.00037518598,0.00072652183,0.0010909635,0.0009781865,0.0016059858,0.003711246],"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":[0.000010159482,0.000032507953,0.00022315826,0.00027579212,0.00001648795,0.00025434047,0.00034256664,0.0103686135,0.003812983,0.93073875,0.025442049,0.028482651],"study_design_scores_gemma":[0.000011532654,0.000032602282,0.00056829106,0.00013640353,0.000013535576,0.00078044785,0.00012183961,0.04506053,0.0024838499,0.4917229,0.45903754,0.000030537267],"about_ca_topic_score_codex":0.0012930699,"about_ca_topic_score_gemma":0.0011847515,"teacher_disagreement_score":0.017738102,"about_ca_system_score_codex":0.0007544262,"about_ca_system_score_gemma":0.00026031074,"threshold_uncertainty_score":0.05933988},"labels":[],"label_agreement":null},{"id":"W4243902940","doi":"10.1007/978-1-4612-1322-2_4","title":"Topological Analysis","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Advanced Measurement and Metrology Techniques","field":"Engineering","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 the Fraser Valley; Simon Fraser University","funders":"","keywords":"Class (philosophy); Phase portrait; Plane (geometry); Moment (physics); Nonlinear system; Mathematics; Variety (cybernetics); Set (abstract data type); Phase plane; Order (exchange); Variable (mathematics); Pure mathematics; Applied mathematics; Mathematical analysis; Physics; Computer science; Geometry; Classical mechanics; Quantum mechanics","score_opus":0.022232566001943174,"score_gpt":0.22246655256578204,"score_spread":0.20023398656383887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243902940","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011000533,0.008088034,0.31112087,0.004004478,0.0016107056,0.00016366286,0.0018457096,0.0010342853,0.6611317],"genre_scores_gemma":[0.28462717,0.014291441,0.19760601,0.0016357847,0.002443003,0.00043069842,0.006312132,0.001171016,0.49148276],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996811,0.00005889456,0.000015795482,0.00007592178,0.00013523824,0.000032950607],"domain_scores_gemma":[0.99955255,0.00011461661,0.000039356015,0.00009494895,0.00015778733,0.000040809704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004225536,0.0005738091,0.0005010076,0.002472087,0.0012407274,0.003255707,0.0007186161,0.0005750462,0.042555638],"category_scores_gemma":[0.0012711429,0.00019420315,0.00050704175,0.0012722871,0.0013846746,0.0030163873,0.0012480185,0.0010779409,0.009939783],"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":[0.000005363054,0.0000048591087,0.00006030393,0.000076889526,0.0000057353095,0.00003394669,0.00012204078,0.00076738367,0.00039910097,0.9493233,0.020860989,0.02834013],"study_design_scores_gemma":[0.0000026389553,0.000008035931,0.00017201433,0.000042018342,0.000005565302,0.00018293725,0.00014030874,0.0036112154,0.00039704246,0.7196899,0.2757409,0.000007440014],"about_ca_topic_score_codex":0.00057052774,"about_ca_topic_score_gemma":0.000779645,"teacher_disagreement_score":0.042555638,"about_ca_system_score_codex":0.00097238785,"about_ca_system_score_gemma":0.00047418528,"threshold_uncertainty_score":0.14236277},"labels":[],"label_agreement":null},{"id":"W4246106340","doi":"10.1007/978-1-4612-1322-2_13","title":"Introduction to Nonlinear Experiments","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Experimental and Theoretical Physics Studies","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":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Nonlinear system; Computer science; Epistemology; Physics; Philosophy; Quantum mechanics","score_opus":0.011448110594657118,"score_gpt":0.24584459962178595,"score_spread":0.23439648902712884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246106340","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008625309,0.057716466,0.057555556,0.009619114,0.0046755313,0.00024425372,0.00069579826,0.00090469787,0.867726],"genre_scores_gemma":[0.016953792,0.069168665,0.046571244,0.008151756,0.003485224,0.00064879184,0.00068544474,0.00071266416,0.85362244],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99936193,0.00014736742,0.000030606363,0.00011396558,0.00030317061,0.000042940017],"domain_scores_gemma":[0.99911004,0.00049033016,0.000028863577,0.00013369988,0.0001801582,0.00005686212],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089645357,0.0009946333,0.0005425848,0.0014181357,0.001356876,0.0023163655,0.0015083302,0.0020550722,0.08366229],"category_scores_gemma":[0.0015715805,0.00074676477,0.00048597413,0.0013651424,0.0018395694,0.0041011013,0.002226249,0.003939194,0.039082687],"study_design_candidate":"not_applicable","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":[0.00004282573,0.00011993671,0.00015558844,0.00088152994,0.000007747497,0.00024997912,0.0006012774,0.0005864365,0.0027957712,0.48350897,0.29134285,0.21970706],"study_design_scores_gemma":[0.0000031454767,0.000011372107,0.00008741149,0.00013406757,0.0000013425908,0.00018703619,0.000041666764,0.0001469204,0.00029642018,0.06806267,0.93101966,0.000008364197],"about_ca_topic_score_codex":0.00094671844,"about_ca_topic_score_gemma":0.001501426,"teacher_disagreement_score":0.08366229,"about_ca_system_score_codex":0.0015770235,"about_ca_system_score_gemma":0.0011135192,"threshold_uncertainty_score":0.27987826},"labels":[],"label_agreement":null},{"id":"W4248093692","doi":"10.1007/978-1-4612-1322-2_15","title":"Driven Eardrum","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Historical, Literary, and Cultural Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Eardrum; Computer science; Acoustics; Physics","score_opus":0.03697739511490074,"score_gpt":0.19719264503558467,"score_spread":0.16021524992068392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248093692","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004069669,0.016603807,0.03793483,0.004341862,0.005644976,0.00016692352,0.0012156921,0.0050107725,0.92501146],"genre_scores_gemma":[0.011958624,0.0038595826,0.006260301,0.0011063728,0.00042309435,0.00007723682,0.0006179594,0.00073013984,0.97496665],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99936193,0.00008944715,0.000022419123,0.00011251846,0.0003228315,0.000090822476],"domain_scores_gemma":[0.9996903,0.0000553511,0.000011993289,0.000071564784,0.0001082815,0.00006248072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071107957,0.0010440612,0.0005022072,0.0013050311,0.0012834962,0.0033489927,0.0012412197,0.0019334749,0.2430247],"category_scores_gemma":[0.0012354825,0.00037818952,0.0004492394,0.00082616275,0.0006733577,0.0023958008,0.0039388216,0.001742423,0.1811605],"study_design_candidate":"not_applicable","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":[0.0001327781,0.00006654172,0.00029162513,0.00018589347,0.000008457281,0.00030090442,0.0004923904,0.0001923558,0.0051498543,0.033251937,0.36612314,0.5938041],"study_design_scores_gemma":[0.000009341975,0.00002246758,0.00029351542,0.00008187056,0.0000045882302,0.00036792582,0.00014257402,0.0001692734,0.0012687613,0.0031535453,0.9944772,0.000008834165],"about_ca_topic_score_codex":0.0012819122,"about_ca_topic_score_gemma":0.002974413,"teacher_disagreement_score":0.2430247,"about_ca_system_score_codex":0.0005762467,"about_ca_system_score_gemma":0.0010021204,"threshold_uncertainty_score":0.81299865},"labels":[],"label_agreement":null},{"id":"W4249800317","doi":"10.1007/978-1-4612-1322-2_43","title":"Mapping","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Computer science","score_opus":0.0380695073668403,"score_gpt":0.23500432003448676,"score_spread":0.19693481266764645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249800317","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001533969,0.0009375355,0.0891813,0.0008305795,0.000710287,0.000117229334,0.0043740366,0.0110032335,0.8913118],"genre_scores_gemma":[0.01652872,0.001577099,0.03276514,0.0005421557,0.00015098772,0.00015776124,0.010214052,0.0038815483,0.93418247],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995951,0.00004896098,0.000016332153,0.0001200963,0.0001736243,0.000045863966],"domain_scores_gemma":[0.99957055,0.000069069254,0.0000095796495,0.00019291253,0.00012381302,0.000034163986],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00039734982,0.0009859984,0.00048254695,0.0015404761,0.0009435293,0.0029551182,0.0012291302,0.00076196017,0.31191686],"category_scores_gemma":[0.0016520937,0.00041941993,0.00055749895,0.001832553,0.000506584,0.0035973932,0.0021657313,0.0010953816,0.23710908],"study_design_candidate":"not_applicable","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":[0.000048201495,0.000037490812,0.00019809784,0.00014889118,0.0000071889804,0.00007502386,0.00021088884,0.0005448884,0.002448154,0.06663049,0.42997724,0.49967334],"study_design_scores_gemma":[0.000004432597,0.000007844518,0.00019016043,0.00004905944,0.0000051592715,0.00013368361,0.00010594687,0.0007380296,0.0015395433,0.023733515,0.9734851,0.000007443576],"about_ca_topic_score_codex":0.002940821,"about_ca_topic_score_gemma":0.003396832,"teacher_disagreement_score":0.6880832,"about_ca_system_score_codex":0.000660927,"about_ca_system_score_gemma":0.0010370881,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4250407303","doi":"10.1007/978-1-4612-1322-2_21","title":"Tunnel Diode Self-Excited Oscillator","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Excited state; Diode; Optoelectronics; Tunnel diode; Materials science; Physics; Atomic physics","score_opus":0.010413424201413439,"score_gpt":0.1784729493498555,"score_spread":0.16805952514844205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250407303","genre_codex":"other","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":[0.27134258,0.010609133,0.18914051,0.0007570167,0.0016933721,0.00009992949,0.0003430557,0.001975381,0.52403903],"genre_scores_gemma":[0.59618706,0.0031691983,0.020713251,0.00017492536,0.00016493005,0.000054340675,0.00025296138,0.00018728063,0.37909606],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999954,0.000005528706,0.0000014574529,0.000008903392,0.000022705317,0.00000755949],"domain_scores_gemma":[0.9999672,0.000010420878,0.0000019807976,0.000005801719,0.000010719678,0.0000038042579],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000085112675,0.00012938125,0.00017297831,0.00023581204,0.0001908965,0.00033095476,0.0003664037,0.00025122968,0.008271031],"category_scores_gemma":[0.000096258336,0.00009110144,0.00011960359,0.0001845481,0.00021549384,0.00036779235,0.0002790119,0.00031364994,0.0018204871],"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":[0.00016215153,0.000107889566,0.00026213328,0.00029265622,0.000019536508,0.00028130575,0.0002658444,0.0027643258,0.49005634,0.27248132,0.01424104,0.21906558],"study_design_scores_gemma":[0.00010699326,0.00061266957,0.0022124066,0.00018048288,0.000053234457,0.0018838646,0.00018648659,0.055062126,0.424018,0.08049203,0.43510902,0.00008273809],"about_ca_topic_score_codex":0.00013706941,"about_ca_topic_score_gemma":0.00030160963,"teacher_disagreement_score":0.008271031,"about_ca_system_score_codex":0.00014694533,"about_ca_system_score_gemma":0.00013037784,"threshold_uncertainty_score":0.02766937},"labels":[],"label_agreement":null},{"id":"W4250586333","doi":"10.1007/978-1-4612-1322-2_28","title":"Relaxation Oscillations: Drinking Bird","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Circadian rhythm and melatonin","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Relaxation (psychology); Statistical physics; Physics; Chemical physics; Biological system; Biology; Neuroscience","score_opus":0.03893991810098605,"score_gpt":0.24344798700831227,"score_spread":0.20450806890732623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250586333","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009084228,0.35379303,0.01869933,0.004823093,0.0052007823,0.00004193018,0.00021531823,0.00051035493,0.60763204],"genre_scores_gemma":[0.0537822,0.11085855,0.006162458,0.001417896,0.0020038262,0.000061843384,0.0002465645,0.00023233697,0.82523435],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99996746,0.000004317496,0.0000012914412,0.000011201531,0.000011430308,0.0000042908764],"domain_scores_gemma":[0.9999819,0.0000035779142,0.0000015474006,0.000002330688,0.000004619399,0.000006020587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010189843,0.0005215294,0.00032667987,0.0004997258,0.00036787527,0.00077017245,0.00037828018,0.0005951299,0.012685628],"category_scores_gemma":[0.000115678515,0.00016194247,0.00013098295,0.00043762653,0.00049326377,0.0009874842,0.0005531041,0.00087044743,0.0050067743],"study_design_candidate":"not_applicable","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":[0.00006946994,0.000055821358,0.00024540094,0.0003808206,0.000009481856,0.00015315408,0.00035190737,0.00051062147,0.010905201,0.056343917,0.099102646,0.8318717],"study_design_scores_gemma":[0.0000068104405,0.00005680769,0.002246412,0.00017221988,0.000009282041,0.0003262361,0.00015267268,0.0005028092,0.0016165166,0.028455844,0.96644217,0.000012128969],"about_ca_topic_score_codex":0.0021823405,"about_ca_topic_score_gemma":0.0046700095,"teacher_disagreement_score":0.012685628,"about_ca_system_score_codex":0.0004295394,"about_ca_system_score_gemma":0.00022209149,"threshold_uncertainty_score":0.042437673},"labels":[],"label_agreement":null},{"id":"W4252200112","doi":"10.1007/978-1-4612-1322-2_9","title":"Nonlinear Maps","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Chaos control and synchronization","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":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Nonlinear system; Attractor; Ode; Lyapunov exponent; Simple (philosophy); Simplicity; Mathematics; Bifurcation; Lyapunov function; Computer science; Applied mathematics; Calculus (dental); Mathematical analysis; Physics","score_opus":0.010188141875063665,"score_gpt":0.2050852039166704,"score_spread":0.19489706204160673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252200112","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0064382623,0.03129478,0.13711895,0.004502845,0.0063253273,0.0000891883,0.0004908413,0.0004942982,0.8132454],"genre_scores_gemma":[0.13005458,0.039532606,0.07200274,0.002820784,0.0038346818,0.00027235373,0.00070329465,0.0005156115,0.75026333],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997602,0.000038114642,0.000014121651,0.000057604986,0.000112230155,0.00001774652],"domain_scores_gemma":[0.999785,0.00007513995,0.000017607475,0.000035489436,0.000069287424,0.000017533044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002672167,0.00065695174,0.00031381982,0.00084863894,0.00097021996,0.002321564,0.0004752716,0.00075718074,0.02382316],"category_scores_gemma":[0.0010179359,0.00022306688,0.00035120215,0.00085360836,0.001363852,0.0026800348,0.0014114858,0.001578026,0.010387604],"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":[0.0000050131375,0.000006870468,0.000039994164,0.0001609883,0.0000044985154,0.00006879552,0.00021992471,0.0006602342,0.0010208656,0.9370909,0.02138307,0.039338864],"study_design_scores_gemma":[0.0000028152467,0.000013972887,0.00009150007,0.00006359264,0.0000035435044,0.00027812916,0.000065921624,0.0014136841,0.0006668953,0.44968027,0.5477112,0.000008452278],"about_ca_topic_score_codex":0.00047135315,"about_ca_topic_score_gemma":0.0005650982,"teacher_disagreement_score":0.02382316,"about_ca_system_score_codex":0.0007852804,"about_ca_system_score_gemma":0.00042305255,"threshold_uncertainty_score":0.07969648},"labels":[],"label_agreement":null},{"id":"W4254313892","doi":"10.1007/978-1-4612-0211-0_11","title":"Numerical Simulation","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Nonlinear Waves and Solitons","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":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Nonlinear system; Ode; Representation (politics); Stability (learning theory); Point (geometry); Partial differential equation; Applied mathematics; Mathematics; Numerical stability; Finite difference; Computer simulation; Numerical analysis; Computer science; Mathematical analysis; Geometry; Physics","score_opus":0.020550775497300187,"score_gpt":0.2661227363684709,"score_spread":0.2455719608711707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254313892","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":[0.011175247,0.001204849,0.7951793,0.0008918388,0.0008977627,0.000799973,0.004377214,0.010171006,0.17530282],"genre_scores_gemma":[0.20305367,0.0025415241,0.6533082,0.00072931114,0.00023042657,0.002980615,0.007609158,0.0024829034,0.1270642],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990201,0.00020389142,0.00008460963,0.00015260541,0.0004632778,0.00007561709],"domain_scores_gemma":[0.9982376,0.0005754576,0.000075387565,0.00040893455,0.0006306131,0.00007198061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010847063,0.00063510466,0.0011272347,0.00089691713,0.00097200065,0.002617727,0.0023768388,0.0016298682,0.05596947],"category_scores_gemma":[0.0047387476,0.00047457195,0.00083313306,0.0010961582,0.0006264625,0.0013914972,0.0019980434,0.0013334309,0.017121598],"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":[0.0002245533,0.00017649982,0.0015092388,0.0008419536,0.00011417398,0.00021382964,0.00035623086,0.5778888,0.010011907,0.17298783,0.06762474,0.1680502],"study_design_scores_gemma":[0.000097367796,0.000058357728,0.0002802881,0.0001433018,0.000030080175,0.000107844804,0.00007464693,0.7190306,0.0062247585,0.041267823,0.2326385,0.000046440084],"about_ca_topic_score_codex":0.0029464879,"about_ca_topic_score_gemma":0.001906601,"teacher_disagreement_score":0.05596947,"about_ca_system_score_codex":0.00091484556,"about_ca_system_score_gemma":0.0015536937,"threshold_uncertainty_score":0.18723655},"labels":[],"label_agreement":null},{"id":"W4254519462","doi":"10.1007/978-1-4612-1376-5_8","title":"Stability","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Control and Stability of Dynamical Systems","field":"Engineering","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":"Queen's University","funders":"","keywords":"Sophistication; Stability (learning theory); Subject (documents); Computer science; Engineering; Sociology; Social science; Library science","score_opus":0.018231691098074588,"score_gpt":0.18397903883494748,"score_spread":0.16574734773687289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254519462","genre_codex":"other","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":[0.011072396,0.015041672,0.24935,0.003693658,0.0015106852,0.00015626023,0.0009713412,0.00080019154,0.7174038],"genre_scores_gemma":[0.4308997,0.018752787,0.053529575,0.0024009447,0.0024598981,0.0005465101,0.0023970716,0.0007453302,0.4882682],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994697,0.00007766762,0.000022692067,0.00015066445,0.00022567555,0.00005371169],"domain_scores_gemma":[0.9995435,0.00010239828,0.000035999383,0.00007927773,0.00021349451,0.000025285623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005129786,0.000622947,0.0005429387,0.0007682988,0.0011409628,0.001921035,0.00081307406,0.0009497119,0.04155121],"category_scores_gemma":[0.0016330432,0.00021695823,0.00047666056,0.00042117183,0.0011661224,0.0017898916,0.0015426964,0.0013217139,0.016486922],"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":[0.000019175495,0.000016763554,0.00016740363,0.00016341971,0.000013291132,0.000079132,0.00019933436,0.00281836,0.0033182357,0.88581073,0.033425026,0.07396917],"study_design_scores_gemma":[0.000010493626,0.000037594284,0.00039165813,0.00011029224,0.000008744789,0.00036823977,0.00008900591,0.008919516,0.0025894553,0.6901716,0.29728246,0.000020928921],"about_ca_topic_score_codex":0.0006237696,"about_ca_topic_score_gemma":0.00041702826,"teacher_disagreement_score":0.04155121,"about_ca_system_score_codex":0.0010029337,"about_ca_system_score_gemma":0.0006494125,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4254832802","doi":"10.1007/978-0-8176-8198-2_12","title":"Transform Tables","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","score_opus":0.04746326285599883,"score_gpt":0.19198116720405115,"score_spread":0.1445179043480523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254832802","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032285769,0.0016864382,0.15994208,0.0029505135,0.004148739,0.00038844382,0.17925279,0.06023317,0.5881692],"genre_scores_gemma":[0.041172713,0.00252446,0.12764505,0.0019842663,0.0015182907,0.0008396886,0.22682549,0.025032548,0.57245743],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99906415,0.00015676749,0.000062071165,0.00019594292,0.0004234935,0.00009760956],"domain_scores_gemma":[0.9980444,0.0005500573,0.000088308974,0.0007020802,0.0005458105,0.00006930816],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007645368,0.0010228124,0.00064416556,0.0034823883,0.00064222416,0.0032413155,0.001123037,0.0007648825,0.5555162],"category_scores_gemma":[0.007430757,0.0005240316,0.00088375,0.0033199734,0.00038795554,0.00266355,0.0015033731,0.0011984629,0.39727452],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010020216,0.00003817861,0.0002780308,0.00018711803,0.000016137528,0.00005503107,0.000055299588,0.0009740755,0.00075413915,0.03263602,0.7689027,0.1960031],"study_design_scores_gemma":[0.00003621382,0.000016678538,0.00030064446,0.00008880027,0.000011793087,0.00008295729,0.00005165531,0.0022621008,0.0016076486,0.046344753,0.9491811,0.00001563903],"about_ca_topic_score_codex":0.0011903152,"about_ca_topic_score_gemma":0.001530608,"teacher_disagreement_score":0.5555162,"about_ca_system_score_codex":0.00057277415,"about_ca_system_score_gemma":0.0008259108,"threshold_uncertainty_score":0.6340022},"labels":[],"label_agreement":null},{"id":"W4301198883","doi":"10.1007/978-1-4612-0013-0","title":"Computer Algebra Recipes for Classical Mechanics","year":2003,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Algebra over a field; Computer science; Calculus (dental); Mathematics; Pure mathematics; Medicine","score_opus":0.04308656147465758,"score_gpt":0.25608375297990665,"score_spread":0.21299719150524907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4301198883","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021436086,0.006129,0.80376637,0.0012281191,0.00080824253,0.000079127705,0.00062473357,0.0035834142,0.18163747],"genre_scores_gemma":[0.05730098,0.0101732835,0.63222927,0.00064354663,0.0013459645,0.00044853464,0.0017311354,0.0038786153,0.2922487],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99949586,0.000099882964,0.000027679975,0.000059239454,0.00029447046,0.000022982238],"domain_scores_gemma":[0.99964654,0.000095930176,0.000014724956,0.00012449404,0.000097344164,0.000020853193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007608953,0.0012695754,0.0014640243,0.0017090385,0.0011462998,0.0016085345,0.0014199783,0.0007075213,0.03613913],"category_scores_gemma":[0.0013907505,0.0007697975,0.00097215764,0.0020448586,0.0014648408,0.0031772405,0.0012308095,0.00347028,0.025089636],"study_design_candidate":"not_applicable","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":[0.000008066134,0.000027091375,0.00003785649,0.00013243669,0.000012795241,0.0000166886,0.00007698223,0.0028827358,0.000777006,0.84375757,0.055541486,0.09672927],"study_design_scores_gemma":[0.000009804291,0.000009855015,0.0001047416,0.00004174072,0.000011407688,0.00006355014,0.000016366492,0.020655852,0.0008908157,0.79673195,0.18144266,0.000021273012],"about_ca_topic_score_codex":0.0018128617,"about_ca_topic_score_gemma":0.0027507427,"teacher_disagreement_score":0.03613913,"about_ca_system_score_codex":0.0011939455,"about_ca_system_score_gemma":0.0010128653,"threshold_uncertainty_score":0.12089741},"labels":[],"label_agreement":null},{"id":"W47616501","doi":"10.1007/978-0-8176-8268-2_14","title":"Famous Problems in Mathematics","year":2011,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":21,"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":"Mathematics education; Mathematics","score_opus":0.0912089687226517,"score_gpt":0.2601683748379673,"score_spread":0.16895940611531557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W47616501","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012979154,0.024461912,0.004931991,0.005198853,0.0010782953,0.000023303017,0.00016569566,0.00011664896,0.96272546],"genre_scores_gemma":[0.07018887,0.028244043,0.010524851,0.0037088115,0.0021949206,0.00009731985,0.0005399846,0.00028979953,0.8842115],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99959344,0.00010638889,0.000016357797,0.00007442854,0.00016504996,0.000044374494],"domain_scores_gemma":[0.99960023,0.00021095522,0.00002140721,0.000055766424,0.00007395747,0.00003761557],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040614814,0.0006715373,0.0003609529,0.0013937225,0.0016137487,0.002559858,0.0005580944,0.00082381774,0.042072967],"category_scores_gemma":[0.0016885045,0.00019940888,0.00039103883,0.0015350138,0.0032610404,0.0046394807,0.0014170227,0.0023648962,0.012164398],"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":[0.0000073343826,0.000009275384,0.000094400995,0.000096773096,0.000002474095,0.000027776612,0.0007047672,0.00014923202,0.000092398004,0.8346757,0.11950835,0.044631455],"study_design_scores_gemma":[0.0000025088982,0.000005694176,0.00021717777,0.00012803168,0.000001783111,0.0001306194,0.00012722204,0.00013680117,0.00008865079,0.25315028,0.746008,0.000003298608],"about_ca_topic_score_codex":0.001384426,"about_ca_topic_score_gemma":0.0030862084,"teacher_disagreement_score":0.042072967,"about_ca_system_score_codex":0.0019569928,"about_ca_system_score_gemma":0.0012113278,"threshold_uncertainty_score":0.14074814},"labels":[],"label_agreement":null},{"id":"W4870457","doi":"10.1007/978-1-4612-0077-2_7","title":"Stochastic Time Delay Systems","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Fault Detection and Control Systems","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Dynamical systems theory; Class (philosophy); Nonlinear system; Jump; Computer science; Statistical physics; Point (geometry); Control theory (sociology); Markov chain; Component (thermodynamics); Mathematics; Physics; Artificial intelligence; Control (management)","score_opus":0.011327798599551272,"score_gpt":0.17880734920451963,"score_spread":0.16747955060496836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4870457","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":[0.014594692,0.04407813,0.54431635,0.0044259396,0.0037700846,0.00010643919,0.0010428969,0.0005896347,0.38707587],"genre_scores_gemma":[0.43227708,0.07490823,0.07760584,0.0014829609,0.002556942,0.00025714224,0.0016337138,0.00020628762,0.4090719],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998573,0.000022169592,0.000008724023,0.000029087596,0.00007079231,0.000011895771],"domain_scores_gemma":[0.9998659,0.00006534169,0.000011638684,0.000010914112,0.00003568287,0.000010466572],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017385685,0.00059671793,0.00033177485,0.00041191836,0.00027381122,0.0009022342,0.0003167312,0.00044457483,0.009303722],"category_scores_gemma":[0.00059374835,0.00014497942,0.00026154218,0.000682837,0.00043921047,0.00075745856,0.00046287334,0.00090310385,0.0018678256],"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":[0.000014140394,0.00001647674,0.00015547621,0.00016653095,0.000017805753,0.00014259927,0.000109535875,0.03372786,0.0014989702,0.8790501,0.022443516,0.06265702],"study_design_scores_gemma":[0.0000141695,0.000039231785,0.00028908,0.000081127655,0.00001332083,0.00026156855,0.000043904925,0.058380466,0.0008663803,0.5258342,0.4141587,0.00001777262],"about_ca_topic_score_codex":0.00092191744,"about_ca_topic_score_gemma":0.0007666883,"teacher_disagreement_score":0.009303722,"about_ca_system_score_codex":0.0006177827,"about_ca_system_score_gemma":0.00046639593,"threshold_uncertainty_score":0.031124055},"labels":[],"label_agreement":null},{"id":"W49043374","doi":"10.1007/978-1-4612-0111-3_16","title":"Use of Cross-Referencing for Solving the Parameter Choice Problem in Generalized CLS","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Numerical methods in inverse problems","field":"Mathematics","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 Alberta","funders":"","keywords":"Mathematics; Operator (biology); Integral equation; Fredholm integral equation; Inverse problem; Applied mathematics; Generalized inverse; Inverse; Mathematical analysis; Mathematical optimization","score_opus":0.3262649055403123,"score_gpt":0.3865585642808617,"score_spread":0.06029365874054943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W49043374","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":[0.009808774,0.002443959,0.8685743,0.00063587923,0.0005770398,0.00004046397,0.00005282285,0.0008211979,0.11704559],"genre_scores_gemma":[0.17762525,0.0026918382,0.682516,0.0008048754,0.00023534415,0.00012730782,0.00022932548,0.0010201156,0.13474992],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996306,0.000096228905,0.00002175685,0.00007308063,0.00015802692,0.000020254449],"domain_scores_gemma":[0.9996556,0.0001284451,0.000017172593,0.00010860195,0.00007888032,0.0000112873295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010811522,0.00065427716,0.00065491535,0.00081583305,0.0005523694,0.001504185,0.0012454257,0.00096552266,0.009455966],"category_scores_gemma":[0.0015953333,0.0003478767,0.00067855575,0.0011153527,0.0015391712,0.0028768568,0.0016398365,0.0017519387,0.0026338878],"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":[0.000022251155,0.000022942577,0.00010188132,0.00013909546,0.000011522377,0.00018311918,0.00028790094,0.012113341,0.006003222,0.8620309,0.006356823,0.11272706],"study_design_scores_gemma":[0.000020895191,0.000055079756,0.00019644995,0.00015284166,0.000025526188,0.00065516983,0.00016327904,0.14908591,0.019269733,0.6044335,0.22588874,0.00005292989],"about_ca_topic_score_codex":0.00072634773,"about_ca_topic_score_gemma":0.0012311209,"teacher_disagreement_score":0.009455966,"about_ca_system_score_codex":0.00082932046,"about_ca_system_score_gemma":0.00050003524,"threshold_uncertainty_score":0.031633377},"labels":[],"label_agreement":null},{"id":"W52590268","doi":"10.1007/978-0-8176-4542-7_16","title":"Statistical Models and Artificial Neural Networks: Supervised Classification and Prediction Via Soft Trees","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Neural Networks and Applications","field":"Computer Science","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":"McGill University","funders":"","keywords":"Artificial intelligence; Artificial neural network; Computer science; Classifier (UML); Feed forward; Tree (set theory); Machine learning; Hierarchy; Decision tree; Feedforward neural network; Pattern recognition (psychology); Mathematics; Engineering","score_opus":0.06831789885246671,"score_gpt":0.2621282077697763,"score_spread":0.1938103089173096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W52590268","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":[0.004357359,0.016673457,0.9573711,0.0020535581,0.00043030264,0.00002873203,0.00015885073,0.00039429293,0.018532395],"genre_scores_gemma":[0.2948858,0.043037903,0.6068759,0.0015908093,0.0027000876,0.00030880698,0.0009558164,0.00040052863,0.049244337],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932563,0.00023701464,0.00002972071,0.00009481258,0.00028478506,0.000028096769],"domain_scores_gemma":[0.99894804,0.0007204898,0.00007418568,0.000121954035,0.00010638978,0.000029028735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011222669,0.00079983013,0.0007608214,0.00086359883,0.00023434129,0.0014759212,0.0011362268,0.0011669786,0.003005903],"category_scores_gemma":[0.0030655612,0.0004153534,0.00067997025,0.0016582608,0.0013185336,0.0027537697,0.0010286542,0.0022985744,0.0014948979],"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":[0.00003970064,0.00005201394,0.0006802039,0.00048397438,0.000104964085,0.00011063729,0.00018093357,0.1444766,0.001461734,0.50539964,0.025218267,0.32179144],"study_design_scores_gemma":[0.000004681608,0.000022657687,0.00040600132,0.00010744474,0.000014218683,0.00009080439,0.000020952999,0.41442752,0.00045601395,0.5655444,0.018885856,0.000019486937],"about_ca_topic_score_codex":0.00082899735,"about_ca_topic_score_gemma":0.0011174051,"teacher_disagreement_score":0.003005903,"about_ca_system_score_codex":0.00059644587,"about_ca_system_score_gemma":0.0004597356,"threshold_uncertainty_score":0.010055721},"labels":[],"label_agreement":null},{"id":"W562573911","doi":"10.1007/978-1-4612-0109-0","title":"Assembly of the Vasculature and Its Regulation","year":2002,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Congenital heart defects research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":35,"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":"School of Medicine, New York University; University of Southern California; Regeneron Pharmaceuticals; York University; University of Pennsylvania; Children's Hospital of Philadelphia","keywords":"Mesoderm; Scope (computer science); Lineage (genetic); Heart development; Cell biology; Biology; Evolutionary biology; Computational biology; Anatomy; Computer science; Genetics; Embryonic stem cell; Gene","score_opus":0.01616472293681881,"score_gpt":0.24443883504320388,"score_spread":0.22827411210638507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W562573911","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09735193,0.25086954,0.09551858,0.0053113718,0.0027504994,0.00012471646,0.0015829004,0.0016242316,0.54486626],"genre_scores_gemma":[0.3222131,0.117167294,0.043915395,0.0008539992,0.0007252181,0.00018313134,0.003069354,0.00041239933,0.51146007],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99992764,0.000008338274,0.000003272232,0.000023578323,0.00002569099,0.00001152042],"domain_scores_gemma":[0.99996424,0.000007301364,0.000004661736,0.0000049442524,0.000007632603,0.000011291955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012621026,0.00026550784,0.00021213036,0.00039011767,0.00035821646,0.0011397531,0.00032127264,0.00042085635,0.0046346034],"category_scores_gemma":[0.00010482479,0.00031410807,0.0001621659,0.0003301433,0.000484395,0.0006045457,0.000377981,0.0007403881,0.0038393582],"study_design_candidate":"not_applicable","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":[0.00008058728,0.000030069501,0.0004270556,0.00042699228,0.0000144345095,0.00067976944,0.00033457478,0.0014452705,0.63886005,0.1261706,0.02564595,0.20588471],"study_design_scores_gemma":[0.000006425245,0.000083278166,0.006559024,0.00013585463,0.000014493535,0.0012793343,0.00015407152,0.0018216122,0.0851664,0.021143246,0.88361174,0.000024502491],"about_ca_topic_score_codex":0.0006747655,"about_ca_topic_score_gemma":0.0010963399,"teacher_disagreement_score":0.0046346034,"about_ca_system_score_codex":0.00061737595,"about_ca_system_score_gemma":0.00019555065,"threshold_uncertainty_score":0.015504241},"labels":[],"label_agreement":null},{"id":"W58253391","doi":"10.1007/978-1-4612-0077-2_2","title":"Deterministic Time Delay Systems","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Stability and Control of Uncertain Systems","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Class (philosophy); Robustness (evolution); Dynamical systems theory; Computer science; Norm (philosophy); Bounded function; Stability (learning theory); Mathematics; Control (management); Artificial intelligence","score_opus":0.01614213613266366,"score_gpt":0.17873714807172203,"score_spread":0.16259501193905837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W58253391","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":[0.022164645,0.018055405,0.7024436,0.0029953748,0.0019032172,0.00014931009,0.00127644,0.0005303295,0.25048175],"genre_scores_gemma":[0.65702015,0.02822183,0.11376089,0.00088932324,0.00093196455,0.00041444076,0.0014936532,0.000074114614,0.19719365],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998455,0.000018050956,0.0000103521,0.00004094202,0.00006929445,0.000015867203],"domain_scores_gemma":[0.9998896,0.00004220213,0.000019568175,0.000013380834,0.000028023942,0.0000072148396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011718544,0.00043590847,0.0002628506,0.0003263412,0.00033438567,0.00080077583,0.00043072517,0.000515954,0.006678437],"category_scores_gemma":[0.00052178995,0.00014336605,0.00018886173,0.000502678,0.00043585966,0.0005638159,0.00052578753,0.0006004173,0.001070511],"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":[0.000022455592,0.000013817306,0.00023619224,0.00019577645,0.00001276977,0.00020977884,0.00010555215,0.04937882,0.0034197415,0.89161545,0.008170338,0.046619225],"study_design_scores_gemma":[0.000031938336,0.00006141451,0.00063591363,0.000074652366,0.000020969295,0.0005278243,0.00008418388,0.15139157,0.002946684,0.48354176,0.3606489,0.000034147917],"about_ca_topic_score_codex":0.0013160731,"about_ca_topic_score_gemma":0.0010676571,"teacher_disagreement_score":0.006678437,"about_ca_system_score_codex":0.00064340595,"about_ca_system_score_gemma":0.00041686866,"threshold_uncertainty_score":0.022341609},"labels":[],"label_agreement":null},{"id":"W607307917","doi":"10.1007/978-1-4612-0209-7","title":"Asymptotic Methods in Probability and Statistics with Applications","year":2001,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Statistics; Probability and statistics; Econometrics; Mathematics; Computer science","score_opus":0.025570736922565875,"score_gpt":0.2985992193838099,"score_spread":0.273028482461244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W607307917","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":[0.000941708,0.072048865,0.8811838,0.003955699,0.0035094882,0.00007198571,0.0002646779,0.0011881444,0.0368356],"genre_scores_gemma":[0.11377355,0.106604576,0.6935413,0.0049226168,0.020670773,0.0013423852,0.001040145,0.0017106207,0.056394022],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99474794,0.0029003166,0.000283414,0.00042633803,0.0015009467,0.00014104629],"domain_scores_gemma":[0.9865139,0.010022584,0.0004478373,0.0014072688,0.001405603,0.00020283223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0071433,0.002186116,0.0027272382,0.0038889144,0.000772916,0.0024437227,0.001584842,0.002088167,0.009961105],"category_scores_gemma":[0.021718675,0.00070795027,0.001487324,0.004534676,0.0037859487,0.0033897625,0.0022578936,0.0068483716,0.0070782285],"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":[0.00002751238,0.00006437996,0.0003988907,0.00068284763,0.00010872396,0.00014136745,0.0002537671,0.007330219,0.0005097673,0.7347854,0.07243293,0.18326417],"study_design_scores_gemma":[0.000019605037,0.000044447002,0.00034196244,0.00023423613,0.000024627425,0.00024882614,0.000042538457,0.019183164,0.00024280816,0.87684566,0.102746576,0.000025554333],"about_ca_topic_score_codex":0.0014401363,"about_ca_topic_score_gemma":0.0010059879,"teacher_disagreement_score":0.009961105,"about_ca_system_score_codex":0.0014614396,"about_ca_system_score_gemma":0.0020130016,"threshold_uncertainty_score":0.03777784},"labels":[],"label_agreement":null},{"id":"W626047189","doi":"10.1007/978-1-4612-1318-5","title":"Advances in Stochastic Simulation Methods","year":2000,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"St petersburg; Volume (thermodynamics); Computer science; Operations research; Engineering; Geography; Regional science; Physics; Russian federation","score_opus":0.13466137246341384,"score_gpt":0.5019475432722519,"score_spread":0.3672861708088381,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W626047189","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":[0.0022544013,0.1922828,0.699604,0.0067943353,0.00966004,0.00006554062,0.0005239903,0.0011634167,0.0876515],"genre_scores_gemma":[0.11055463,0.2971431,0.4270921,0.0034504933,0.01756864,0.0004475004,0.0022412203,0.0016013967,0.139901],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973858,0.0009522381,0.00017846166,0.00031811406,0.0010656774,0.00009971592],"domain_scores_gemma":[0.99539375,0.0032589894,0.0001227432,0.0004993704,0.0005816385,0.00014350573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032831128,0.0014599034,0.0017341973,0.0018192062,0.0005143348,0.0024632695,0.001350088,0.0013909593,0.013422382],"category_scores_gemma":[0.008621855,0.00075694587,0.0017176928,0.0026224821,0.0014851078,0.002168181,0.0020798023,0.0038774384,0.007752969],"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":[0.00003451857,0.000062637526,0.0005818979,0.0009781072,0.00021040466,0.00009511823,0.00014974175,0.034344546,0.0007722036,0.56913084,0.1156393,0.27800068],"study_design_scores_gemma":[0.000016633749,0.00003547277,0.00041397687,0.00037357237,0.000045969315,0.00021188841,0.00003163595,0.064829744,0.0004357535,0.47959074,0.45398575,0.00002886877],"about_ca_topic_score_codex":0.0018572657,"about_ca_topic_score_gemma":0.0013985903,"teacher_disagreement_score":0.013422382,"about_ca_system_score_codex":0.0012989881,"about_ca_system_score_gemma":0.0019178048,"threshold_uncertainty_score":0.044902325},"labels":[],"label_agreement":null},{"id":"W626297607","doi":"10.1007/978-1-4612-0095-6","title":"Selected Topics in Nonlinear Wave Mechanics","year":2002,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"STMicroelectronics (Canada)","funders":"","keywords":"Classification of discontinuities; Shock wave; Nonlinear system; Wave mechanics; Mechanics; Physics; Classical mechanics; Shock (circulatory); Mathematics; Mathematical analysis; Quantum mechanics","score_opus":0.01881103181947211,"score_gpt":0.22855830782436157,"score_spread":0.20974727600488946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W626297607","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00084802735,0.09430775,0.007939767,0.0022755745,0.011247403,0.00009279102,0.00043959933,0.00041911015,0.88242996],"genre_scores_gemma":[0.0029548649,0.05056885,0.0040970356,0.0010247001,0.0048299124,0.00011002032,0.00057419506,0.00021566791,0.9356247],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996989,0.000026365931,0.000009399745,0.000042384436,0.0002000327,0.000022853223],"domain_scores_gemma":[0.9998286,0.000042665728,0.000007651586,0.00001402278,0.000070789334,0.000036308276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027680505,0.0014635782,0.0010936086,0.0017854765,0.0011133129,0.0023103731,0.00075256394,0.00079819316,0.084787145],"category_scores_gemma":[0.0005676329,0.00036966434,0.0006218473,0.0027854552,0.000629562,0.002225009,0.0011179509,0.0020802568,0.047349885],"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":[0.0000234642,0.00010266907,0.00015462658,0.0005446908,0.0000146383045,0.00008645801,0.0002224285,0.0006113964,0.0016195163,0.061071694,0.6527651,0.28278336],"study_design_scores_gemma":[0.0000037615757,0.000013426858,0.00033407085,0.00022317846,0.0000039879874,0.00006596431,0.000037756126,0.0003061872,0.00013237976,0.014965856,0.9839076,0.000005878875],"about_ca_topic_score_codex":0.0013289123,"about_ca_topic_score_gemma":0.0033356019,"teacher_disagreement_score":0.084787145,"about_ca_system_score_codex":0.00088915054,"about_ca_system_score_gemma":0.0010272695,"threshold_uncertainty_score":0.28364128},"labels":[],"label_agreement":null},{"id":"W651716066","doi":"10.1007/978-1-4612-1388-8","title":"Algorithmic Problems in Groups and Semigroups","year":2000,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":25,"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 Warwick; Marquette University; McGill University; U.S. Naval Academy; Northern Illinois University; Vanderbilt University; Boston College","keywords":"Computer science; Algebra over a field; Mathematics; Pure mathematics","score_opus":0.01661873575901487,"score_gpt":0.24693942095271987,"score_spread":0.230320685193705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W651716066","genre_codex":"other","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":[0.015798114,0.04342693,0.12732363,0.010791067,0.0032499146,0.00010246464,0.0004838739,0.00044006016,0.79838383],"genre_scores_gemma":[0.3163412,0.038916297,0.15444598,0.0027173231,0.0073615834,0.00044068898,0.0020668607,0.00041532324,0.47729486],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995233,0.0001407952,0.000024965282,0.000084622545,0.0001806962,0.00004548734],"domain_scores_gemma":[0.9993488,0.00040058262,0.00003389868,0.000092719856,0.00007066164,0.00005325286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006340022,0.0007250782,0.0005890982,0.0012881083,0.0013806946,0.0032891412,0.00073531986,0.0008395492,0.013542987],"category_scores_gemma":[0.0020144954,0.0002701346,0.00076265243,0.0019408459,0.002748478,0.0048003807,0.0014992659,0.0020459013,0.0037619614],"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":[0.000005440364,0.0000065882045,0.000052596,0.000089020956,0.0000040561663,0.000026219279,0.0002761366,0.00049827364,0.00012249035,0.9552315,0.021805266,0.021882527],"study_design_scores_gemma":[0.000003814635,0.000006680243,0.00008969687,0.000034603065,0.0000022044298,0.00008803339,0.000103357306,0.0008122165,0.000050249833,0.9188706,0.07993589,0.000002501656],"about_ca_topic_score_codex":0.0004444937,"about_ca_topic_score_gemma":0.0006135611,"teacher_disagreement_score":0.013542987,"about_ca_system_score_codex":0.0010864974,"about_ca_system_score_gemma":0.00075310806,"threshold_uncertainty_score":0.04530579},"labels":[],"label_agreement":null},{"id":"W654690986","doi":"10.1007/978-1-4612-0211-0","title":"Nonlinear Physics with Mathematica for Scientists and Engineers","year":2001,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":87,"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 the Fraser Valley; Simon Fraser University","funders":"","keywords":"Nonlinear system; Engineering physics; Science and engineering; Computer science; Applied mathematics; Mathematics education; Computational science; Engineering ethics; Physics; Engineering; Mathematics; Quantum mechanics","score_opus":0.009861701256390017,"score_gpt":0.23161781572825668,"score_spread":0.22175611447186666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W654690986","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014459591,0.1525572,0.101746805,0.026102168,0.008642558,0.000052442567,0.00051630236,0.0016862741,0.70725036],"genre_scores_gemma":[0.04735287,0.0673385,0.063954845,0.0063909437,0.0046962537,0.0002374628,0.0005609472,0.0016077491,0.8078604],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995409,0.00010384345,0.000026418846,0.00008828633,0.0002077809,0.00003271642],"domain_scores_gemma":[0.9992267,0.00037378163,0.000053434065,0.00013470346,0.00014724857,0.00006411318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006717911,0.0012331059,0.0007588548,0.0013375953,0.0010132066,0.0021198501,0.0009022567,0.0010935158,0.029613275],"category_scores_gemma":[0.0024929163,0.0004617762,0.0004673287,0.0012647621,0.0027450623,0.006344367,0.001411203,0.005202241,0.017744334],"study_design_candidate":"not_applicable","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":[0.000016590837,0.00001695007,0.000069897615,0.00018081022,0.000011786755,0.00004476067,0.00033789853,0.0004395049,0.00041987954,0.68769485,0.25192773,0.058839366],"study_design_scores_gemma":[0.000004770661,0.00000850794,0.00010884152,0.00008794951,0.0000044143203,0.00010525686,0.000050700502,0.00069797353,0.00019014622,0.3013528,0.6973828,0.0000058149008],"about_ca_topic_score_codex":0.001303965,"about_ca_topic_score_gemma":0.0017380418,"teacher_disagreement_score":0.029613275,"about_ca_system_score_codex":0.001418387,"about_ca_system_score_gemma":0.0012708761,"threshold_uncertainty_score":0.09906632},"labels":[],"label_agreement":null},{"id":"W657701531","doi":"10.1007/978-1-4612-0103-8","title":"Goodness-of-Fit Tests and Model Validity","year":2002,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":202,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Goodness of fit; Psychology; Statistics; Econometrics; Mathematics","score_opus":0.32137313469091655,"score_gpt":0.3886949470749349,"score_spread":0.06732181238401835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W657701531","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":[0.025318203,0.012303057,0.8572471,0.013013909,0.0034910096,0.0015171738,0.011579839,0.0033005027,0.07222913],"genre_scores_gemma":[0.59586334,0.0073682936,0.35800385,0.0042275502,0.0029898733,0.0060459888,0.01443608,0.0030384737,0.00802654],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.8988543,0.07318361,0.0037023816,0.008010063,0.015162473,0.001087067],"domain_scores_gemma":[0.40032637,0.53979796,0.012608989,0.025673442,0.019788433,0.0018047689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08190966,0.0026007635,0.004998334,0.013312234,0.002719552,0.00910126,0.005543844,0.003996803,0.045003224],"category_scores_gemma":[0.54892147,0.0014604749,0.005521195,0.014184356,0.0075160954,0.010304326,0.0048368294,0.0071627204,0.009529828],"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":[0.0005266082,0.00025304593,0.05583379,0.002800608,0.0032637315,0.00069833786,0.0019368383,0.084797755,0.00021081089,0.4004206,0.14190762,0.30735022],"study_design_scores_gemma":[0.00015776702,0.00036969135,0.014533615,0.0028073294,0.0003776327,0.0005851607,0.0018190235,0.16012962,0.00034570773,0.7774521,0.041182037,0.00024025759],"about_ca_topic_score_codex":0.0047809226,"about_ca_topic_score_gemma":0.0030154036,"teacher_disagreement_score":0.08190966,"about_ca_system_score_codex":0.0038549826,"about_ca_system_score_gemma":0.0065020886,"threshold_uncertainty_score":0.43318486},"labels":[],"label_agreement":null},{"id":"W66103968","doi":"10.1007/978-0-8176-4924-1_23","title":"Survival Models for Step-Stress Experiments With Lagged Effects","year":2009,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","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":"McMaster University","funders":"","keywords":"Estimator; Classification of discontinuities; Hazard; Stress (linguistics); Monte Carlo method; Stress testing (software); Mathematics; Function (biology); Survival function; Applied mathematics; Statistics; Constant (computer programming); Econometrics; Accelerated life testing; Computer science; Mathematical analysis; Weibull distribution","score_opus":0.1029237689100141,"score_gpt":0.3460493875078533,"score_spread":0.2431256185978392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W66103968","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":[0.06832528,0.0029838237,0.9108064,0.0013833642,0.00028416302,0.0004597157,0.0025597734,0.0006331839,0.012564243],"genre_scores_gemma":[0.68635595,0.00832052,0.20222479,0.0013545955,0.0005132316,0.0040204297,0.0053628637,0.00030709157,0.09154051],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99894005,0.00051244075,0.00004714492,0.00024477355,0.00014442232,0.00011116615],"domain_scores_gemma":[0.9929959,0.0054494925,0.000660233,0.00033987782,0.00040855838,0.00014591985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005344556,0.0016053139,0.00153082,0.00092755735,0.00044562135,0.0011829596,0.002425429,0.0021075616,0.012231661],"category_scores_gemma":[0.00943526,0.00053727,0.001435111,0.0009953262,0.0011002492,0.0018977057,0.0010639613,0.0029740597,0.002382312],"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":[0.0003062898,0.00018761567,0.004875662,0.00042264364,0.00016261173,0.00034406394,0.000617226,0.47850832,0.0031718626,0.4717048,0.0066364734,0.033062465],"study_design_scores_gemma":[0.00006176434,0.00021977843,0.0019862826,0.000060240425,0.000087236345,0.00013171116,0.00007583245,0.79449314,0.00045746344,0.1953628,0.0070105707,0.000053142932],"about_ca_topic_score_codex":0.003062012,"about_ca_topic_score_gemma":0.0030784719,"teacher_disagreement_score":0.012231661,"about_ca_system_score_codex":0.0013058417,"about_ca_system_score_gemma":0.0009140165,"threshold_uncertainty_score":0.040918946},"labels":[],"label_agreement":null},{"id":"W7342976","doi":"10.1007/0-8176-4422-9_2","title":"EM Algorithm and Optimal Censoring Schemes for Progressively Type-II Censored Bivariate Normal Data","year":2005,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","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":"McMaster University","funders":"","keywords":"Censoring (clinical trials); Mathematics; Fisher information; Statistics; Bivariate analysis; Covariance matrix; Multivariate normal distribution; Maximum likelihood; Expectation–maximization algorithm; TRACE (psycholinguistics); Variance (accounting); Multivariate statistics","score_opus":0.13249625668852505,"score_gpt":0.37020172989355954,"score_spread":0.2377054732050345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7342976","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":[0.0009868932,0.0005655931,0.99682486,0.000109486245,0.00003172977,0.00001248845,0.000053579828,0.00009988487,0.0013154404],"genre_scores_gemma":[0.032412607,0.001814737,0.9604277,0.000102103295,0.0000900701,0.00015225059,0.0004519135,0.00010733437,0.0044413805],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99836475,0.0008375898,0.00010247807,0.00025086367,0.0003856098,0.000058748505],"domain_scores_gemma":[0.9967384,0.002325905,0.00013048344,0.00044095193,0.0003242124,0.000040048806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004774948,0.00088537583,0.0010070154,0.0012457056,0.00030661467,0.0011486723,0.002069225,0.0013422014,0.004145334],"category_scores_gemma":[0.015621233,0.00064052665,0.0009937993,0.002509628,0.0009921734,0.0022945036,0.0012648134,0.0019945835,0.0018051269],"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":[0.00012716747,0.000049319027,0.0006896883,0.000258652,0.000062005274,0.0001385264,0.00020301064,0.13537103,0.0016208836,0.5324361,0.008277287,0.3207663],"study_design_scores_gemma":[0.00003118071,0.00004978127,0.000651922,0.00012642659,0.000027572041,0.00026668914,0.00003624401,0.5872357,0.0026306931,0.38509485,0.023804361,0.000044660555],"about_ca_topic_score_codex":0.0008148518,"about_ca_topic_score_gemma":0.00070664193,"teacher_disagreement_score":0.004774948,"about_ca_system_score_codex":0.0007698404,"about_ca_system_score_gemma":0.0007798025,"threshold_uncertainty_score":0.02525264},"labels":[],"label_agreement":null},{"id":"W74527027","doi":"10.1007/978-1-4612-2134-0_14","title":"Putting LATEX on the Web","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Mathematics, Computing, and Information Processing","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 Manitoba","funders":"","keywords":"Popularity; World Wide Web; Computer science; Usability; Internet privacy; Advertising; Business; Political science; Human–computer interaction; Law","score_opus":0.03088475864400627,"score_gpt":0.22068165607753493,"score_spread":0.18979689743352865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W74527027","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017608835,0.0031875314,0.2599418,0.01049394,0.017798241,0.00027822366,0.017875785,0.19893432,0.4897293],"genre_scores_gemma":[0.02149365,0.0070857136,0.18915561,0.008432194,0.0060538147,0.0006611824,0.023589563,0.109560765,0.63396746],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975915,0.00043504653,0.00023853613,0.00020883199,0.0013817076,0.00014433358],"domain_scores_gemma":[0.99198467,0.0023113422,0.00030980824,0.0022721838,0.0026247376,0.0004973061],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018494091,0.001559564,0.0011284803,0.003239364,0.0013926014,0.01007382,0.0018768017,0.0019374801,0.49560997],"category_scores_gemma":[0.022041852,0.0012311302,0.001826261,0.004344754,0.0013182347,0.005229876,0.0033562484,0.003854199,0.4907332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044108026,0.00003772749,0.00015443092,0.0002642366,0.000030898264,0.00016028731,0.000093350245,0.00039539425,0.0014387657,0.015550428,0.8451287,0.13670166],"study_design_scores_gemma":[0.00002092375,0.000026224698,0.00032400832,0.00015881915,0.000010840047,0.00021174704,0.00006263279,0.00080115255,0.001667561,0.024204902,0.9724879,0.000023340082],"about_ca_topic_score_codex":0.0011606938,"about_ca_topic_score_gemma":0.0017024518,"teacher_disagreement_score":0.49560997,"about_ca_system_score_codex":0.00094271696,"about_ca_system_score_gemma":0.0018406739,"threshold_uncertainty_score":0.7194512},"labels":[],"label_agreement":null},{"id":"W76713672","doi":"10.1007/978-1-4612-0077-2_10","title":"H∞ Control and Filtering Problems for Markov Jump Systems with Time Delay","year":2003,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Stability and Control of Uncertain Systems","field":"Engineering","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":"Polytechnique Montréal","funders":"","keywords":"Disturbance (geology); Control theory (sociology); Computer science; LTI system theory; Controller (irrigation); Context (archaeology); Jump; Invariant (physics); Control (management); Linear system; Control engineering; Engineering; Mathematics; Artificial intelligence; Geography","score_opus":0.009623704459726152,"score_gpt":0.1716718589421627,"score_spread":0.16204815448243653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W76713672","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":[0.00908533,0.017917618,0.92686373,0.0014840844,0.00048070654,0.000068190806,0.00014558321,0.00015886621,0.04379578],"genre_scores_gemma":[0.5485151,0.0510366,0.23253843,0.0017909053,0.002851415,0.0006438371,0.0008558577,0.00018414955,0.16158363],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997106,0.00006518853,0.000017067377,0.00005831359,0.00012312995,0.000025647572],"domain_scores_gemma":[0.99954957,0.00032457872,0.000030832995,0.000019288815,0.00006299486,0.000012603216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067744404,0.00094730983,0.0006924153,0.00040796163,0.0004446255,0.0015496248,0.0006684434,0.0018767051,0.00499398],"category_scores_gemma":[0.001133434,0.00027423888,0.0006376666,0.0007366654,0.001158003,0.0013911217,0.0006317207,0.0018599817,0.00074826577],"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":[0.00009620488,0.00010893034,0.0004131461,0.0009859867,0.000072964416,0.00043093777,0.0004915497,0.2048242,0.004426252,0.5480963,0.017140511,0.22291304],"study_design_scores_gemma":[0.00003174057,0.00010381401,0.0006346299,0.00016665849,0.000024862145,0.00018384168,0.00018070536,0.4562027,0.0018449039,0.5036677,0.03691257,0.000045798708],"about_ca_topic_score_codex":0.0036781349,"about_ca_topic_score_gemma":0.0023285055,"teacher_disagreement_score":0.00499398,"about_ca_system_score_codex":0.0009215187,"about_ca_system_score_gemma":0.00096552353,"threshold_uncertainty_score":0.016706526},"labels":[],"label_agreement":null},{"id":"W79865536","doi":"10.1007/978-1-4612-1376-5_16","title":"Runge-Kutta Designs","year":2001,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Numerical methods for differential equations","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":"Queen's University","funders":"","keywords":"Maple; Runge–Kutta methods; Computer science; Set (abstract data type); Truncation (statistics); Expression (computer science); Programming language; Mathematics; Mathematical analysis; Numerical analysis","score_opus":0.2402433125637521,"score_gpt":0.37039940869670984,"score_spread":0.13015609613295775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W79865536","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":[0.002983099,0.0015146949,0.9206557,0.00021543793,0.0005466048,0.0001654052,0.00035324052,0.0033028983,0.070262864],"genre_scores_gemma":[0.09864239,0.0032594784,0.6964239,0.0005474319,0.00040281302,0.0015735492,0.0009955339,0.0029858327,0.1951692],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99911624,0.00023569877,0.000052310184,0.00016707968,0.00035862974,0.00007009696],"domain_scores_gemma":[0.99944025,0.0001235399,0.00003881773,0.00018586472,0.00017963827,0.000031781576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010384277,0.0009741742,0.00086623884,0.0007080667,0.0008065177,0.0017059157,0.0012863243,0.0010492902,0.04782494],"category_scores_gemma":[0.0025522718,0.00064817554,0.00074052217,0.00069287437,0.00077900704,0.0013908751,0.0016736431,0.0016963757,0.029908009],"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":[0.00018447165,0.00007643669,0.00041925517,0.00075033266,0.00008533679,0.00012231429,0.00046020403,0.046335768,0.014000859,0.5884509,0.041792624,0.30732146],"study_design_scores_gemma":[0.00013189977,0.00029676076,0.00043797476,0.00027648077,0.00007093716,0.00032129823,0.00010516247,0.118349515,0.018080318,0.18446916,0.67735803,0.000102506296],"about_ca_topic_score_codex":0.00044473103,"about_ca_topic_score_gemma":0.0009269455,"teacher_disagreement_score":0.04782494,"about_ca_system_score_codex":0.00062868634,"about_ca_system_score_gemma":0.0007356328,"threshold_uncertainty_score":0.15999037},"labels":[],"label_agreement":null},{"id":"W80399321","doi":"10.1007/978-0-8176-4685-1","title":"A History of Abstract Algebra","year":2007,"lang":"en","type":"book","venue":"Birkhäuser Boston eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":79,"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":"Algebra over a field; Computer science; Mathematics; Pure mathematics","score_opus":0.06999309271641697,"score_gpt":0.281206544081018,"score_spread":0.211213451364601,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W80399321","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018755194,0.26457477,0.018598253,0.02987283,0.017283129,0.000041280295,0.0008575979,0.00040663083,0.66648996],"genre_scores_gemma":[0.13319165,0.22225238,0.015166099,0.013067575,0.04532689,0.0001815952,0.0018439748,0.0010840552,0.56788576],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99739516,0.00097494334,0.00017249915,0.00046399518,0.00074658875,0.00024677406],"domain_scores_gemma":[0.99723285,0.0012892203,0.00014358274,0.00038824466,0.0007321193,0.00021385137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023299493,0.0010696178,0.0010581047,0.0038259663,0.0038427592,0.006616098,0.0014119201,0.0016805866,0.057098087],"category_scores_gemma":[0.0053035803,0.0006333303,0.0010985715,0.004727972,0.0064368276,0.011198896,0.0025933648,0.005514023,0.029601594],"study_design_candidate":"not_applicable","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":[0.000021429343,0.00002217255,0.00015154485,0.0002046934,0.000010052739,0.000043625565,0.00063979893,0.00018716164,0.00013393225,0.73739475,0.21909627,0.042094585],"study_design_scores_gemma":[0.0000028433292,0.000007744509,0.00011969864,0.00018245669,0.0000023851844,0.00006421529,0.0001241634,0.00011897938,0.000058273963,0.18200146,0.8173116,0.0000061565156],"about_ca_topic_score_codex":0.0025255075,"about_ca_topic_score_gemma":0.0021028095,"teacher_disagreement_score":0.057098087,"about_ca_system_score_codex":0.006476882,"about_ca_system_score_gemma":0.0026664282,"threshold_uncertainty_score":0.19101214},"labels":[],"label_agreement":null},{"id":"W84233039","doi":"10.1007/978-0-8176-4685-1_2","title":"History of Group Theory","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Group (periodic table); History; Physics; Quantum mechanics","score_opus":0.0980301970693395,"score_gpt":0.27846257015314996,"score_spread":0.18043237308381044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W84233039","genre_codex":"other","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":[0.0013665346,0.105980255,0.0059164967,0.009528442,0.002744771,0.000025890433,0.00020565739,0.0001437046,0.8740882],"genre_scores_gemma":[0.08074943,0.07473976,0.006188602,0.004801319,0.0035624932,0.00012364592,0.00035188964,0.00029930918,0.8291836],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918634,0.00035902314,0.000019934765,0.000099566285,0.00026168305,0.00007346762],"domain_scores_gemma":[0.99956053,0.00018920608,0.000023921208,0.00007313107,0.00010697885,0.000046151217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007989834,0.0007392643,0.0006516268,0.0027260052,0.0019411506,0.003803999,0.00075629447,0.0012988626,0.029776497],"category_scores_gemma":[0.0017304907,0.00034786772,0.0002382428,0.003407998,0.0060367202,0.0040108874,0.0016827536,0.002804728,0.01141157],"study_design_candidate":"not_applicable","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":[0.0000116734855,0.000019890776,0.00007937606,0.0000874576,0.0000033753151,0.000020145791,0.00063310436,0.00013367932,0.000091151116,0.8127432,0.13873222,0.047444727],"study_design_scores_gemma":[0.0000035595556,0.000005833266,0.0001261329,0.00013111619,0.0000019163379,0.000030624407,0.00012999638,0.00009293328,0.000072700335,0.23757264,0.7618285,0.0000041061335],"about_ca_topic_score_codex":0.0052876254,"about_ca_topic_score_gemma":0.0067965756,"teacher_disagreement_score":0.029776497,"about_ca_system_score_codex":0.004710529,"about_ca_system_score_gemma":0.0025301084,"threshold_uncertainty_score":0.099612236},"labels":[],"label_agreement":null},{"id":"W86628963","doi":"10.1007/0-8176-4487-3_12","title":"Fisher Information and Tukey’s Linear Sensitivity Measure Based on Ordered Ranked Set Samples","year":2007,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","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":"McMaster University","funders":"","keywords":"Mathematics; RSS; Statistics; Fisher information; Estimator; Exponential family; Location parameter; Scale parameter; Scale (ratio); Computer science","score_opus":0.13902468265654697,"score_gpt":0.3346786444939981,"score_spread":0.19565396183745112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W86628963","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":[0.024883129,0.0012497121,0.9669903,0.0004666545,0.00008434085,0.00022009337,0.00043848294,0.0002307967,0.005436444],"genre_scores_gemma":[0.5335991,0.0016636673,0.45832258,0.00080278167,0.00028826203,0.0010010159,0.00070566713,0.000215309,0.0034016091],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9778767,0.010011203,0.0015312047,0.0035044414,0.006311602,0.0007648613],"domain_scores_gemma":[0.8666975,0.113083385,0.0055592367,0.0062238267,0.00773847,0.00069757976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.028709114,0.0013630041,0.0020987,0.0062607555,0.0011265364,0.0029656317,0.0016706318,0.0018169363,0.0041441433],"category_scores_gemma":[0.14211407,0.00095429196,0.0024141967,0.0039206683,0.004398434,0.0066097137,0.0030581276,0.0024111725,0.00066659716],"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":[0.0006500593,0.00018344028,0.017850533,0.0009137489,0.0012488978,0.00046107735,0.0013264745,0.23103903,0.0040264926,0.47485784,0.0040798676,0.26336256],"study_design_scores_gemma":[0.00006716992,0.0004462911,0.015860835,0.0002457516,0.00026873942,0.00055410113,0.00043917907,0.40090892,0.009012384,0.5621879,0.009714398,0.00029439063],"about_ca_topic_score_codex":0.003151406,"about_ca_topic_score_gemma":0.0018404541,"teacher_disagreement_score":0.028709114,"about_ca_system_score_codex":0.0036230485,"about_ca_system_score_gemma":0.0018327684,"threshold_uncertainty_score":0.15183014},"labels":[],"label_agreement":null},{"id":"W9364528","doi":"10.1007/978-0-8176-4719-3_10","title":"Tangles and 2-Bridge Knots","year":2008,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Geometric and Algebraic Topology","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":"University of Toronto","funders":"","keywords":"Knot (papermaking); Knot theory; Tangle; Mathematics; Skein relation; Algebraic number; Tricolorability; Knot invariant; Pure mathematics; Engineering; Mathematical analysis","score_opus":0.08498860668877323,"score_gpt":0.2801998176155206,"score_spread":0.19521121092674737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W9364528","genre_codex":"other","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":[0.080480814,0.05973444,0.021096542,0.0012202789,0.001413061,0.000043092787,0.00022245091,0.00042079447,0.83536845],"genre_scores_gemma":[0.46753788,0.036462184,0.015719658,0.0009566446,0.0011736619,0.00007132999,0.00053841394,0.00018245514,0.47735766],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9999057,0.0000138029,0.0000038473304,0.000022217018,0.0000395475,0.000014829676],"domain_scores_gemma":[0.9999176,0.00003052995,0.00001241406,0.000010671258,0.000013195329,0.000015556989],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012839082,0.0003950043,0.00024775084,0.0011849514,0.0006247346,0.0012118043,0.00021068388,0.00042442878,0.014783531],"category_scores_gemma":[0.00028993742,0.00015947476,0.00021903172,0.0008255034,0.00084416405,0.0015681963,0.00077523885,0.000854912,0.002280606],"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":[0.000020280197,0.000029023733,0.00031801627,0.00021607982,0.0000065132763,0.00034939643,0.0008373959,0.0014027634,0.0019861124,0.8888254,0.018676937,0.08733211],"study_design_scores_gemma":[0.000010020047,0.0000849478,0.0017853825,0.00017349044,0.0000073158344,0.0015302837,0.0002096008,0.0018885824,0.00078077737,0.6270844,0.3664281,0.000017166825],"about_ca_topic_score_codex":0.0004047478,"about_ca_topic_score_gemma":0.0008644925,"teacher_disagreement_score":0.014783531,"about_ca_system_score_codex":0.00043413672,"about_ca_system_score_gemma":0.0001969261,"threshold_uncertainty_score":0.04945582},"labels":[],"label_agreement":null},{"id":"W9728743","doi":"10.1007/978-1-4612-0111-3_2","title":"Linear Solvers for the Galerkin Boundary Element Method","year":2002,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Numerical methods in engineering","field":"Engineering","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 Alberta","funders":"","keywords":"Nabla symbol; Galerkin method; Boundary (topology); Mathematics; Boundary element method; Bounded function; Mathematical analysis; Element (criminal law); Boundary value problem; Finite element method; Physics; Thermodynamics","score_opus":0.04158442639990865,"score_gpt":0.2791403838301386,"score_spread":0.23755595743022997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W9728743","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":[0.001394065,0.0008151156,0.985984,0.00022759731,0.00006648178,0.0000415863,0.00008107844,0.0004924262,0.010897507],"genre_scores_gemma":[0.045291707,0.0015572989,0.9234602,0.00027667376,0.000119233446,0.00045382523,0.00042352607,0.00059823575,0.027819341],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99940944,0.00018915835,0.000024167397,0.000057391022,0.00028823598,0.000031661162],"domain_scores_gemma":[0.9993567,0.00042489098,0.000026377727,0.000049375485,0.00012792402,0.000014733819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077948754,0.0007591398,0.0006569739,0.00045775357,0.00045480704,0.0010868737,0.0012706533,0.0014468672,0.010811092],"category_scores_gemma":[0.0023517937,0.0004535589,0.0005281742,0.00072670006,0.0007268113,0.0011407672,0.0013812213,0.002134176,0.006035238],"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":[0.00006347195,0.00013539022,0.00040340473,0.0008019414,0.0000544125,0.000155541,0.00043169095,0.3416273,0.012136556,0.3388896,0.019238189,0.28606257],"study_design_scores_gemma":[0.0000246098,0.000017797272,0.000078645986,0.00007962542,0.000008584207,0.000074559,0.000042163905,0.8930783,0.0033235988,0.06104558,0.042211313,0.000015283342],"about_ca_topic_score_codex":0.0012847852,"about_ca_topic_score_gemma":0.0012376463,"teacher_disagreement_score":0.010811092,"about_ca_system_score_codex":0.0005295363,"about_ca_system_score_gemma":0.00082597975,"threshold_uncertainty_score":0.036166728},"labels":[],"label_agreement":null}]}