{"meta":{"query_hash":"34e6bcef7c00","filters":{"venue":"Infosys science foundation series"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/34e6bcef7c00","api":"https://metacan.xera.ac/api/v1/cohort?venue=Infosys+science+foundation+series"},"results":[{"id":"W174767910","doi":"10.1007/978-81-322-2184-5_7","title":"Analyzing the Behaviour of Multi-recombinative Evolution Strategies Applied to a Conically Constrained Problem","year":2014,"lang":"en","type":"book-chapter","venue":"Infosys science foundation series","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","score_opus":0.03022384821143987,"score_gpt":0.30133427765540166,"score_spread":0.2711104294439618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W174767910","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":[0.7068249,0.0026412779,0.2406469,0.00087922363,0.00011518747,0.00009190134,0.000103045815,0.00022806597,0.04846941],"genre_scores_gemma":[0.9433816,0.00052784354,0.0488348,0.00010279212,0.00002162691,0.000058726233,0.00011182608,0.000109389286,0.0068514356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998254,0.000075886404,0.000005705583,0.0000198509,0.000037775906,0.000035405243],"domain_scores_gemma":[0.9965623,0.003088304,0.000119305856,0.00006195589,0.000109484135,0.000058672646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008803248,0.00059272576,0.0005594613,0.00063440023,0.00039461098,0.0009992155,0.001001098,0.0015760709,0.0031654509],"category_scores_gemma":[0.005151401,0.00030423715,0.00060116604,0.00088801264,0.0007000683,0.0009155548,0.0005813395,0.0010595457,0.00017771412],"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":[0.000075185824,0.00007578946,0.00059989945,0.00007569787,0.000032481883,0.00009168374,0.00007053489,0.9638864,0.0023053312,0.017307382,0.0006854471,0.014794135],"study_design_scores_gemma":[0.000004666706,0.000024557165,0.00016997351,0.000005260081,0.0000044519534,0.00001130212,0.000019998773,0.9969452,0.00029595208,0.0023820356,0.00013349099,0.000003049043],"about_ca_topic_score_codex":0.004419404,"about_ca_topic_score_gemma":0.0030740818,"teacher_disagreement_score":0.004419404,"about_ca_system_score_codex":0.00074477453,"about_ca_system_score_gemma":0.0005133809,"threshold_uncertainty_score":0.01058948},"labels":[],"label_agreement":null},{"id":"W4393182544","doi":"10.1007/978-981-99-9750-3_11","title":"Tangent Bundles Endowed with Quarter-Symmetric Non-metric $$\\xi $$-Connection on 3-Dimensional Quasi-Sasakian Manifolds","year":2024,"lang":"en","type":"book-chapter","venue":"Infosys science foundation series","topic":"Geometric Analysis and Curvature Flows","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metric connection; Tangent; Mathematics; Connection (principal bundle); Tangent bundle; Pure mathematics; Metric (unit); Mathematical analysis; Quarter (Canadian coin); Geometry; Tangent space; Fundamental theorem of Riemannian geometry; Engineering; Scalar curvature; Geography; Curvature","score_opus":0.025545075724503388,"score_gpt":0.2699465346099199,"score_spread":0.24440145888541653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393182544","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":[0.6243017,0.0037848982,0.10282977,0.0026894545,0.0017596711,0.000086484615,0.00085312943,0.0007253232,0.26296955],"genre_scores_gemma":[0.8393359,0.0036041385,0.023662698,0.00030531792,0.00077931583,0.00007790108,0.0005605268,0.0003168436,0.13135722],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99987805,0.000026746702,0.000008722774,0.000022148412,0.000044158245,0.000020181096],"domain_scores_gemma":[0.9998698,0.00001713967,0.000024537187,0.00001912431,0.00003023184,0.000039094713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002391283,0.0006823705,0.00034527507,0.0010111901,0.00088036124,0.0020508743,0.00043170125,0.00047749234,0.004274925],"category_scores_gemma":[0.0003311157,0.00034203217,0.0003942051,0.00097276724,0.0012487248,0.002000838,0.00073148904,0.0011517659,0.0009688206],"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":[0.000015965443,0.000008957484,0.000116869815,0.00002331612,0.000004274325,0.000067268775,0.0001932378,0.00092301465,0.0024314222,0.98973256,0.0018640512,0.004619008],"study_design_scores_gemma":[0.000005417648,0.000036185796,0.0011737121,0.00001412939,0.00000645461,0.00020433292,0.00013973897,0.006456734,0.000978398,0.97329223,0.017679866,0.000012850768],"about_ca_topic_score_codex":0.0010998946,"about_ca_topic_score_gemma":0.0010625735,"teacher_disagreement_score":0.004274925,"about_ca_system_score_codex":0.0009718562,"about_ca_system_score_gemma":0.00050341664,"threshold_uncertainty_score":0.014301062},"labels":[],"label_agreement":null},{"id":"W4403816860","doi":"10.1007/978-981-97-6972-8_8","title":"A Robust Optimization Approach for Estimating the Most Productive Scale Size in Uncertain Data Envelopment Analysis","year":2024,"lang":"en","type":"book-chapter","venue":"Infosys science foundation series","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal; École de Technologie Supérieure","funders":"","keywords":"Data envelopment analysis; Scale (ratio); Computer science; Econometrics; Statistics; Mathematical optimization; Mathematics; Geography; Cartography","score_opus":0.14622108118385582,"score_gpt":0.36713508906389763,"score_spread":0.2209140078800418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403816860","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":[0.00051911816,0.00034639845,0.9978588,0.000069517344,0.000023902174,0.000011857703,0.000026948492,0.00005211865,0.0010912938],"genre_scores_gemma":[0.06276428,0.0013478901,0.93040985,0.00013693428,0.0001693931,0.00021712929,0.00017833014,0.00026181177,0.0045144274],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983542,0.00077701296,0.00009347701,0.00024366766,0.00047488837,0.000056879504],"domain_scores_gemma":[0.99760914,0.0019246726,0.000118547985,0.00012782059,0.00020086137,0.000018967748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036075737,0.0013632028,0.0018370207,0.0011511726,0.00045131904,0.0019223263,0.0016305315,0.001627821,0.0031521493],"category_scores_gemma":[0.008160227,0.0011886044,0.001977628,0.0022634766,0.0012404746,0.0019997843,0.0014019923,0.002098856,0.00083403615],"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":[0.000041949443,0.00003335856,0.00009936675,0.00022061964,0.000106097534,0.000058487938,0.000051347066,0.78976476,0.003761138,0.0989076,0.003570104,0.10338522],"study_design_scores_gemma":[0.000003711684,0.00002080535,0.000084664,0.00002528655,0.000017620414,0.000018789417,0.0000073342285,0.9613914,0.001161549,0.034904547,0.0023464665,0.000017801307],"about_ca_topic_score_codex":0.0032658733,"about_ca_topic_score_gemma":0.002338937,"teacher_disagreement_score":0.0036075737,"about_ca_system_score_codex":0.0011806543,"about_ca_system_score_gemma":0.0011261308,"threshold_uncertainty_score":0.01907891},"labels":[],"label_agreement":null},{"id":"W4407216210","doi":"10.1007/978-981-97-8152-2_1","title":"Solid Particle Movement Simulation in a Quiescent Container Based on Discrete Element Method Using CFDEM","year":2025,"lang":"en","type":"book-chapter","venue":"Infosys science foundation series","topic":"Granular flow and fluidized beds","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":"National Research Council Canada; University of Ottawa","funders":"","keywords":"Discrete element method; Container (type theory); Particle (ecology); Movement (music); Computer science; Computer graphics (images); Physics; Mechanics; Engineering; Mechanical engineering; Geology; Acoustics","score_opus":0.02399599272570634,"score_gpt":0.320111900291102,"score_spread":0.29611590756539563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407216210","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":[0.11573431,0.00040507724,0.84161246,0.00028131195,0.00026527714,0.00012419921,0.00045212565,0.001514744,0.039610643],"genre_scores_gemma":[0.71998733,0.00036564068,0.25097084,0.00011035535,0.000045030087,0.00022505685,0.00084028457,0.0005067779,0.026948614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99990916,0.000014790153,0.000005471224,0.000018325372,0.000039285067,0.000012894911],"domain_scores_gemma":[0.99985254,0.00007450992,0.000010617435,0.000018086097,0.000029924968,0.000014276409],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015272741,0.00034305904,0.00067877694,0.0002625443,0.0006290115,0.0008258164,0.0009883591,0.000902801,0.0042717457],"category_scores_gemma":[0.00036688292,0.0003058492,0.00060139067,0.0003828689,0.00046829862,0.00065310404,0.00060864066,0.00056896487,0.0005981948],"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":[0.00007343675,0.00005985604,0.000797186,0.0000812687,0.000020298621,0.00018472668,0.00008699257,0.9549649,0.0101555465,0.016033616,0.0017654478,0.015776707],"study_design_scores_gemma":[0.0000049515124,0.0000064850587,0.00008168052,0.0000025386073,0.000001947762,0.000013473219,0.000007549435,0.99739516,0.0010595664,0.0005918681,0.0008306213,0.0000041294015],"about_ca_topic_score_codex":0.0053724768,"about_ca_topic_score_gemma":0.0031728651,"teacher_disagreement_score":0.0053724768,"about_ca_system_score_codex":0.00043211898,"about_ca_system_score_gemma":0.00072750286,"threshold_uncertainty_score":0.014290392},"labels":[],"label_agreement":null},{"id":"W4407216247","doi":"10.1007/978-981-97-8152-2_7","title":"A Comparison of k − ε—Type Turbulence Models for Prediction of Inclined Dense Jets","year":2025,"lang":"en","type":"book-chapter","venue":"Infosys science foundation series","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 Ottawa","funders":"","keywords":"Turbulence; Mechanics; Type (biology); Physics; Statistical physics; Geology","score_opus":0.03450843924573135,"score_gpt":0.2796938082673648,"score_spread":0.24518536902163343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407216247","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":[0.6480942,0.0033025653,0.30274856,0.0009691535,0.0010325207,0.00016756085,0.0012273373,0.0021502841,0.040307965],"genre_scores_gemma":[0.9557363,0.001117608,0.034674797,0.0001198013,0.00016107764,0.000072904506,0.00090595946,0.00040102913,0.006810532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997067,0.00009357213,0.00002744229,0.000058823203,0.00008354868,0.000029968178],"domain_scores_gemma":[0.99840444,0.00090429,0.00011390266,0.00015300437,0.0003258389,0.0000985189],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012078638,0.0009200286,0.0010319601,0.0006652254,0.0007008754,0.0018371562,0.0019011634,0.0014414535,0.001696404],"category_scores_gemma":[0.0021517046,0.00041839146,0.0014341903,0.000895082,0.000518201,0.0017051527,0.00074777956,0.00103459,0.00061105686],"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":[0.00035593088,0.00020505072,0.0023091438,0.000057625348,0.00008581052,0.000052060015,0.000042716412,0.96077126,0.0022375388,0.007666578,0.0014624387,0.02475386],"study_design_scores_gemma":[0.000007521357,0.00002903742,0.00040711756,0.000004368169,0.000006794591,0.0000038976027,0.0000075920175,0.9984029,0.00029170467,0.0006608955,0.00016911737,0.000008988915],"about_ca_topic_score_codex":0.015055082,"about_ca_topic_score_gemma":0.008040022,"teacher_disagreement_score":0.015055082,"about_ca_system_score_codex":0.0012038597,"about_ca_system_score_gemma":0.0008043135,"threshold_uncertainty_score":0.029934943},"labels":[],"label_agreement":null}]}