{"meta":{"query_hash":"61400c8ab954","filters":{"venue":"Journal of the Indian Institute of Science"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/61400c8ab954","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+the+Indian+Institute+of+Science"},"results":[{"id":"W3017992635","doi":"10.1007/s41745-020-00162-9","title":"Non-orthogonal Multiple Access: An Enabler for Massive Connectivity","year":2020,"lang":"en","type":"article","venue":"Journal of the Indian Institute of Science","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Orthogonality; Noma; Distributed computing; Scheme (mathematics); Computer network; Telecommunications link","score_opus":0.03772430456287314,"score_gpt":0.28240703570702524,"score_spread":0.24468273114415212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3017992635","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":[0.12663896,0.02296102,0.63448334,0.026945857,0.0044744727,0.0001847111,0.0007275263,0.0022670743,0.18131709],"genre_scores_gemma":[0.8814773,0.010388093,0.08273574,0.0022379733,0.0029375947,0.00012533406,0.00033235663,0.00009139987,0.019674178],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994981,0.00009975439,0.000025013314,0.00008295016,0.00019702212,0.00009701797],"domain_scores_gemma":[0.99819416,0.00070662197,0.00013407262,0.0002755513,0.0005129823,0.00017656486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010574064,0.00036940223,0.00037656212,0.0006785134,0.0005933964,0.00183472,0.0008526089,0.0007759331,0.004565674],"category_scores_gemma":[0.0022400334,0.00023696397,0.00022217282,0.0007919114,0.0010588963,0.0029187168,0.0025972046,0.002051495,0.000978701],"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":[0.0003538017,0.00016720626,0.0029894698,0.0004971537,0.000059825466,0.0006625136,0.0005219581,0.006581436,0.046927143,0.55127114,0.02268163,0.36728677],"study_design_scores_gemma":[0.00009104643,0.00095579633,0.005505582,0.0004063973,0.00016510877,0.002856735,0.0006108571,0.10809831,0.02884662,0.41586235,0.4364434,0.0001578699],"about_ca_topic_score_codex":0.0004000562,"about_ca_topic_score_gemma":0.0008901657,"teacher_disagreement_score":0.004565674,"about_ca_system_score_codex":0.0004305265,"about_ca_system_score_gemma":0.00062957045,"threshold_uncertainty_score":0.01527375},"labels":[],"label_agreement":null},{"id":"W4206477522","doi":"10.1007/s41745-021-00267-9","title":"Engineering Lightweight Aluminum and Magnesium Alloys for a Sustainable Future","year":2022,"lang":"en","type":"article","venue":"Journal of the Indian Institute of Science","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Magnesium; Microstructure; Thermal conductivity; Metallurgy; Casting; Aluminium; Combustion; Mechanical engineering; Composite material; Engineering","score_opus":0.0036981630396831855,"score_gpt":0.17568642266896195,"score_spread":0.17198825962927877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206477522","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":[0.48053533,0.076058716,0.12196826,0.011734465,0.003180415,0.00017935522,0.0007634299,0.00075120735,0.30482888],"genre_scores_gemma":[0.8500443,0.018367456,0.042130925,0.00040918865,0.00030271863,0.000064803455,0.00031906416,0.00014112459,0.08822044],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99982953,0.000015657884,0.000009020046,0.000013609373,0.000107248845,0.000024843848],"domain_scores_gemma":[0.99988127,0.000015150724,0.000017466704,0.000011083195,0.00006362241,0.00001130108],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037731283,0.0002638499,0.00023165195,0.0006537102,0.00057936343,0.0010153716,0.0004521053,0.00065187836,0.0030954164],"category_scores_gemma":[0.0003160588,0.00014895035,0.0002720223,0.00068393897,0.00043638743,0.0009595586,0.00060004665,0.00038261223,0.0012704035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002451418,0.00013638473,0.0030505876,0.0014619929,0.000050100793,0.00089483423,0.00045945722,0.011920577,0.6067553,0.14751755,0.015190897,0.21231712],"study_design_scores_gemma":[0.000041972093,0.0005057491,0.0074730003,0.0002568632,0.000090664216,0.0014594619,0.0010683319,0.02081912,0.1774137,0.077571414,0.7132264,0.00007336746],"about_ca_topic_score_codex":0.0012438304,"about_ca_topic_score_gemma":0.0046074875,"teacher_disagreement_score":0.0030954164,"about_ca_system_score_codex":0.0007157861,"about_ca_system_score_gemma":0.0012694031,"threshold_uncertainty_score":0.010355234},"labels":[],"label_agreement":null},{"id":"W4322742953","doi":"10.1007/s41745-023-00358-9","title":"Healthy and Environmentally Sustainable Dietary Patterns for Type 2 Diabetes: Dietary Approaches as Co-benefits to the Overlapping Crises","year":2023,"lang":"en","type":"article","venue":"Journal of the Indian Institute of Science","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental 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":"University of Toronto","funders":"","keywords":"Type 2 diabetes; Leverage (statistics); Business; Environmental health; Sustainability; Planetary boundaries; Natural resource economics; Population; Environmental resource management; Geography; Medicine; Diabetes mellitus; Biology; Ecology; Environmental science; Economics; Computer science","score_opus":0.04710233525990464,"score_gpt":0.27600656483807384,"score_spread":0.2289042295781692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322742953","genre_codex":"commentary","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":[0.3403457,0.03312854,0.014277908,0.35478354,0.002365547,0.00010346912,0.00034775966,0.00017111543,0.2544765],"genre_scores_gemma":[0.97181916,0.009345759,0.004008067,0.009584555,0.00046856818,0.00006378525,0.00004860784,0.000028617784,0.0046328176],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985789,0.0007610916,0.000044965018,0.00008315047,0.00028215122,0.00024976887],"domain_scores_gemma":[0.9981438,0.0006654738,0.00026053374,0.00016875903,0.0002486018,0.0005128733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019282656,0.00030622614,0.00030218702,0.00084764895,0.001584504,0.0039086663,0.0006838005,0.0015067051,0.0052426546],"category_scores_gemma":[0.0036700428,0.00014966633,0.00034673605,0.0012124995,0.003740483,0.0021735157,0.006584826,0.0026507315,0.00031299458],"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":[0.0010541743,0.0014035766,0.033462964,0.0011855531,0.00030483407,0.0008867637,0.014616714,0.0024184685,0.005554253,0.37105584,0.024047129,0.5440097],"study_design_scores_gemma":[0.0001988319,0.0005630308,0.12671836,0.0017930267,0.00029269548,0.00070756726,0.048064012,0.0026614706,0.002250047,0.5035248,0.31308094,0.00014528552],"about_ca_topic_score_codex":0.006424358,"about_ca_topic_score_gemma":0.016150676,"teacher_disagreement_score":0.006424358,"about_ca_system_score_codex":0.0029455198,"about_ca_system_score_gemma":0.0051307073,"threshold_uncertainty_score":0.021371305},"labels":[],"label_agreement":null},{"id":"W4383700638","doi":"10.1007/s41745-023-00375-8","title":"Suzanne Wellington Tubby Batra: A Life Dedicated to Pollen Bees","year":2023,"lang":"en","type":"article","venue":"Journal of the Indian Institute of Science","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","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":"Brock University","funders":"","keywords":"Eusociality; Sociobiology; Biology; Entomology; Ethology; Zoology; Insect; Brood; Sociology; Ecology; Hymenoptera; Evolutionary biology","score_opus":0.012686870145505834,"score_gpt":0.26341162689404934,"score_spread":0.2507247567485435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383700638","genre_codex":"commentary","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":[0.002456551,0.08180688,0.0023026366,0.49646446,0.35336682,0.000060192964,0.00016422689,0.00061384,0.06276445],"genre_scores_gemma":[0.019768959,0.023601819,0.0025673872,0.10346576,0.055729847,0.000071061855,0.00009358568,0.00053412863,0.79416746],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99760383,0.0005654742,0.00008628749,0.00060597755,0.00080577465,0.00033258562],"domain_scores_gemma":[0.9930467,0.00052784657,0.00019311297,0.0001995294,0.0017658428,0.004267013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017616348,0.0009812667,0.000717204,0.0011534155,0.0068108337,0.005169781,0.0012327535,0.004042316,0.060935494],"category_scores_gemma":[0.0044759847,0.00049634784,0.00059869786,0.00048194756,0.002233899,0.0029828872,0.004458792,0.009151237,0.029380755],"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":[0.000036313442,0.000013822756,0.00016519542,0.00006438575,0.0000075748153,0.000192788,0.00028946262,0.000016536149,0.0011564202,0.0022585192,0.9755088,0.020290066],"study_design_scores_gemma":[0.0000021983362,0.000014518542,0.0003079727,0.00006886337,0.0000033879999,0.00030341468,0.00040710822,0.000012209852,0.00025443404,0.00059776125,0.9980178,0.000010278363],"about_ca_topic_score_codex":0.0042898185,"about_ca_topic_score_gemma":0.014985552,"teacher_disagreement_score":0.060935494,"about_ca_system_score_codex":0.0024314967,"about_ca_system_score_gemma":0.002632247,"threshold_uncertainty_score":0.20384955},"labels":[],"label_agreement":null},{"id":"W4393934702","doi":"10.1007/s41745-024-00422-y","title":"A Review of Interface-Driven Adaptivity for Phase-Field Modeling of Fluid–Structure Interaction","year":2024,"lang":"en","type":"review","venue":"Journal of the Indian Institute of Science","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"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":"Interface (matter); Phase (matter); Computer science; Field (mathematics); Materials science; Physics; Mathematics; Parallel computing","score_opus":0.08396886193872105,"score_gpt":0.3972537287370046,"score_spread":0.31328486679828355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393934702","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00037848877,0.99006504,0.0075653153,0.00030644453,0.0004820929,0.000012140266,0.00004178057,0.000037753056,0.0011109947],"genre_scores_gemma":[0.004425539,0.9864225,0.0073829642,0.00022826358,0.00060616643,0.000028542487,0.00008875755,0.000022337399,0.0007948619],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99974054,0.00004690884,0.000046028923,0.000065035354,0.00008199848,0.00001956078],"domain_scores_gemma":[0.9993206,0.00036032032,0.000049099952,0.00003543708,0.00020163487,0.00003281009],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011107128,0.0014787434,0.0023544256,0.0018466725,0.00032797587,0.0013091661,0.002133321,0.0014472599,0.0023999184],"category_scores_gemma":[0.0014618378,0.000804358,0.00093011226,0.0030640648,0.00088428066,0.0019813087,0.0010927406,0.002249939,0.0013640845],"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":[0.00009695382,0.0002020566,0.00032375785,0.025206,0.00032017994,0.00019846638,0.00012418276,0.014765716,0.0056384457,0.04486432,0.02802379,0.880236],"study_design_scores_gemma":[0.00006820091,0.00024660476,0.00097541703,0.0048577306,0.00050167425,0.00070666417,0.000086370484,0.028963493,0.004996086,0.021869773,0.93654025,0.00018775342],"about_ca_topic_score_codex":0.0025276996,"about_ca_topic_score_gemma":0.0020550643,"teacher_disagreement_score":0.0025276996,"about_ca_system_score_codex":0.0006821205,"about_ca_system_score_gemma":0.0013483417,"threshold_uncertainty_score":0.008028507},"labels":[],"label_agreement":null},{"id":"W4412758671","doi":"10.1007/s41745-025-00477-5","title":"Interference in Quantum Mechanics","year":2025,"lang":"en","type":"article","venue":"Journal of the Indian Institute of Science","topic":"Quantum Information and Cryptography","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":"University of Calgary","funders":"","keywords":"Interference (communication); Physics; Quantum mechanics; Classical mechanics; Theoretical physics; Computer science; Telecommunications","score_opus":0.010059402374167475,"score_gpt":0.24744337416434206,"score_spread":0.2373839717901746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412758671","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":[0.10069081,0.031644788,0.10231964,0.046903588,0.011813821,0.00009891081,0.00032333093,0.00050138566,0.70570374],"genre_scores_gemma":[0.9158636,0.0071723834,0.010420365,0.0028414177,0.008101454,0.00013924342,0.00017673774,0.00015979112,0.05512506],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99865806,0.00055734615,0.000057920264,0.00011381626,0.00045973167,0.00015301316],"domain_scores_gemma":[0.998326,0.00084849034,0.00010072445,0.00024256576,0.00032004455,0.00016219904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001327605,0.00045391137,0.0013181694,0.0021886337,0.0030759107,0.0030386802,0.0009522943,0.0014707511,0.0056541734],"category_scores_gemma":[0.0036240143,0.00036898514,0.00073766225,0.0020544326,0.0055136206,0.0027496063,0.0019678813,0.0029293923,0.0006942496],"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":[0.000009822198,0.000009743317,0.00005096605,0.00002155998,0.000004472295,0.000017389677,0.00009025127,0.0003145219,0.00011930597,0.9950618,0.0026645223,0.001635581],"study_design_scores_gemma":[0.0000053454683,0.0000063175944,0.00009906178,0.0000124466615,0.0000039555125,0.00003953086,0.000027840395,0.0024248934,0.000097158256,0.9906501,0.0066267303,0.0000066200496],"about_ca_topic_score_codex":0.0017593631,"about_ca_topic_score_gemma":0.0011717812,"teacher_disagreement_score":0.0056541734,"about_ca_system_score_codex":0.0019901046,"about_ca_system_score_gemma":0.0014694022,"threshold_uncertainty_score":0.018915117},"labels":[],"label_agreement":null},{"id":"W4414018384","doi":"10.1007/s41745-025-00482-8","title":"Microkinetic Modeling in Heterogeneous Catalysis: Challenges and Path Forward","year":2025,"lang":"en","type":"article","venue":"Journal of the Indian Institute of Science","topic":"Catalytic Processes in Materials Science","field":"Materials 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":"Dow Chemical (Canada)","funders":"","keywords":"Path (computing); Biochemical engineering; Computer science; Engineering","score_opus":0.01684532806218113,"score_gpt":0.25163287961880515,"score_spread":0.234787551556624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414018384","genre_codex":"methods","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":[0.06750494,0.045223895,0.7962092,0.048281472,0.001935866,0.00019425522,0.0005863022,0.0012554309,0.03880862],"genre_scores_gemma":[0.78189003,0.047644302,0.14609675,0.0024384384,0.002158368,0.00051492895,0.0004909528,0.00049646816,0.018269846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993259,0.00023276935,0.000040156254,0.0000808057,0.00023515183,0.00008524671],"domain_scores_gemma":[0.99828255,0.00091063575,0.00008767534,0.00021918702,0.00036939885,0.00013054795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021456522,0.0009660702,0.0026809934,0.0006212303,0.00065653364,0.004048987,0.0041136728,0.002740074,0.0027127296],"category_scores_gemma":[0.0028016916,0.00073129986,0.0010839233,0.0008456341,0.0019648194,0.0058572562,0.0020115413,0.0032431753,0.0012388881],"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":[0.00014908133,0.00041017373,0.0015247456,0.0007490357,0.00015596095,0.00016421235,0.00019641915,0.658694,0.008703795,0.25988555,0.007264806,0.062102217],"study_design_scores_gemma":[0.000021971156,0.000027837046,0.00021902153,0.00004513863,0.000011279977,0.00004170797,0.000081958584,0.9091443,0.0012064124,0.07863896,0.010526868,0.000034539615],"about_ca_topic_score_codex":0.0075653847,"about_ca_topic_score_gemma":0.005166126,"teacher_disagreement_score":0.0075653847,"about_ca_system_score_codex":0.0015708983,"about_ca_system_score_gemma":0.0031851153,"threshold_uncertainty_score":0.015042663},"labels":[],"label_agreement":null}]}