{"meta":{"query_hash":"40a9cc8beab6","filters":{"venue":"Transactions of Indian National Academy of Engineering"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/40a9cc8beab6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Transactions+of+Indian+National+Academy+of+Engineering"},"results":[{"id":"W3109768257","doi":"10.1007/s41403-020-00185-9","title":"BMFO-SIG: A Novel Binary Moth Flame Optimizer Algorithm with Sigmoidal Transformation for Combinatorial Unit Commitment and Numerical Optimization Problems","year":2020,"lang":"en","type":"article","venue":"Transactions of Indian National Academy of Engineering","topic":"Electric Power System Optimization","field":"Engineering","cited_by":8,"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":"Mathematical optimization; Power system simulation; Computer science; Renewable energy; Heuristics; Wind power; Operating cost; Scheduling (production processes); Electric power system; Power (physics); Engineering; Mathematics; Electrical engineering","score_opus":0.014520848195331348,"score_gpt":0.21305392386328786,"score_spread":0.19853307566795653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3109768257","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018117864,0.00012701681,0.9964931,0.0002661241,0.00007041637,0.00084718765,0.00015956738,0.00016171737,0.000063055566],"genre_scores_gemma":[0.83943164,0.000060614504,0.16019498,0.000017012468,0.000046413552,0.00013137242,0.00006479926,0.00005016943,0.0000029784621],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871594,0.000012253001,0.00052280334,0.0001806057,0.00036560043,0.00020277945],"domain_scores_gemma":[0.99947363,0.00012826864,0.000103009064,0.000037921454,0.00013782851,0.00011932641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013929802,0.00021938814,0.000309809,0.00026079745,0.000059767266,0.00001775806,0.00012250786,0.00017651128,0.000012285088],"category_scores_gemma":[0.000017900935,0.00023754491,0.000066340144,0.0006121722,0.00003099518,0.00048255993,0.0000025615338,0.00023754124,3.9439573e-7],"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":[0.000044627737,0.00005647587,0.0000051497586,0.0004943468,0.00014917224,1.5178718e-7,0.00068582885,0.99379766,0.0036946684,0.00054006017,0.000010313499,0.0005215537],"study_design_scores_gemma":[0.0022014952,0.00025919444,0.00006088994,0.00010087202,0.000053738546,0.000015220118,0.000041673586,0.98567,0.011248541,0.00001586488,0.00010498239,0.00022753375],"about_ca_topic_score_codex":0.0000045889033,"about_ca_topic_score_gemma":1.041946e-7,"teacher_disagreement_score":0.83761984,"about_ca_system_score_codex":0.00008807783,"about_ca_system_score_gemma":0.000040353105,"threshold_uncertainty_score":0.96868},"labels":[],"label_agreement":null},{"id":"W3195977207","doi":"10.1007/s41403-021-00257-4","title":"Recycling Scrap Tire-Derived Fibers in Concrete","year":2021,"lang":"en","type":"article","venue":"Transactions of Indian National Academy of Engineering","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":4,"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 British Columbia","funders":"","keywords":"Materials science; Scrap; Crumb rubber; Composite material; Shrinkage; Portland cement; Fiber; Cracking; Toughness; Compressive strength; Mortar; Cement; Flexural strength; Natural rubber; Metallurgy","score_opus":0.017059068834869195,"score_gpt":0.24474732495725032,"score_spread":0.22768825612238114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195977207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98196656,0.00028271743,0.014591214,0.00010864758,0.0002625019,0.00019817901,0.000090044,0.00013856575,0.002361554],"genre_scores_gemma":[0.99525326,0.0001350003,0.0044510285,0.000021812812,0.00004540804,0.000018358089,0.000015147079,0.000029412144,0.000030574218],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99880445,0.000013698425,0.00058713555,0.00012829683,0.00026975406,0.0001966419],"domain_scores_gemma":[0.99960226,0.00013471693,0.000065159315,0.00004607989,0.000112766764,0.000039048387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024390247,0.00014609279,0.0002740661,0.0004593105,0.000019804023,0.000008287775,0.000115660456,0.00014605171,0.0002618524],"category_scores_gemma":[0.00006704339,0.00018898174,0.00007307228,0.0006359373,0.000032373267,0.00024632688,0.000004131717,0.00025303353,0.0000045809097],"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":[0.000004603558,0.0000019411862,0.000022764885,0.00025866812,0.00007486312,0.0000021816634,0.00019361201,0.38317156,0.6149579,0.0008735533,0.00001210365,0.00042625045],"study_design_scores_gemma":[0.00052427826,0.000011187389,0.0014070581,0.00025503553,0.000009587296,0.000011278983,0.000058825073,0.03278128,0.96439934,0.00004879342,0.00030862784,0.00018473768],"about_ca_topic_score_codex":0.0000055972782,"about_ca_topic_score_gemma":3.5038394e-7,"teacher_disagreement_score":0.3503903,"about_ca_system_score_codex":0.00011605832,"about_ca_system_score_gemma":0.00004437933,"threshold_uncertainty_score":0.77064514},"labels":[],"label_agreement":null},{"id":"W4408938052","doi":"10.1007/s41403-025-00526-6","title":"High Temperature Low Sag Conductors: A Brief Review on Strategies Used To Prevent Destruction, and Maintenance Considerations","year":2025,"lang":"en","type":"review","venue":"Transactions of Indian National Academy of Engineering","topic":"Thermal Analysis in Power Transmission","field":"Engineering","cited_by":4,"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 British Columbia","funders":"","keywords":"Reliability engineering; Engineering","score_opus":0.01716147027353691,"score_gpt":0.28093849521905756,"score_spread":0.26377702494552063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408938052","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00020761865,0.9954219,0.00211188,0.00018354644,0.0002004545,0.0010427848,0.0006236946,0.00014484805,0.00006326573],"genre_scores_gemma":[0.021004912,0.9757131,0.0028733285,0.000044058612,0.000049418206,0.00016618351,0.00003677641,0.000054130796,0.00005812812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"systematic_review","domain_scores_codex":[0.9980166,0.00004867064,0.0010066289,0.00032740322,0.0003848777,0.00021581315],"domain_scores_gemma":[0.9990128,0.00046385414,0.00014750751,0.00012491866,0.0001265841,0.00012429654],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022393872,0.0004521762,0.0012704083,0.0008115263,0.00006720326,0.000027479315,0.00020095617,0.00036986606,0.00012113541],"category_scores_gemma":[0.00011181376,0.0004312263,0.0003244039,0.0008366429,0.000050815022,0.00022807582,0.000005327252,0.00075604493,0.0000028874508],"study_design_candidate":"systematic_review","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":[0.0000067801066,0.00016220061,2.5733817e-7,0.28001335,0.0019112322,0.0000059818876,0.00029246087,0.6500544,0.0012910317,0.009925205,0.0009874074,0.0553497],"study_design_scores_gemma":[0.0012406553,0.00023478021,0.00010282639,0.8150497,0.0040195095,0.00036738612,0.00009805535,0.00069113635,0.0134502165,0.0021089048,0.15940641,0.0032304418],"about_ca_topic_score_codex":0.0000059628696,"about_ca_topic_score_gemma":0.0000016746313,"teacher_disagreement_score":0.6493633,"about_ca_system_score_codex":0.00017273697,"about_ca_system_score_gemma":0.00019887676,"threshold_uncertainty_score":0.999814},"labels":[],"label_agreement":null}]}