{"meta":{"query_hash":"56e6bf444eb1","filters":{"venue":"Proceeding of 3rd Thermal and Fluids Engineering Conference (TFEC)"},"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/56e6bf444eb1","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceeding+of+3rd+Thermal+and+Fluids+Engineering+Conference+%28TFEC%29"},"results":[{"id":"W2803644354","doi":"10.1615/tfec2018.tfl.021718","title":"NUMERICAL INVESTIGATION OF THREE-DIMENSIONAL FLUID STRUCTURES IN THE WAKE OF AN INFINITELY LONG INCLINED FLAT PLATE","year":2018,"lang":"en","type":"article","venue":"Proceeding of 3rd Thermal and Fluids Engineering Conference (TFEC)","topic":"Vibration and Dynamic Analysis","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 Saskatchewan; University of Windsor","funders":"","keywords":"Wake; Mechanics; Geometry; Geology; Physics; Mathematics","score_opus":0.018662632118248857,"score_gpt":0.2194328236347555,"score_spread":0.20077019151650663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803644354","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":[0.97165954,0.00007344405,0.027912725,0.000023068776,0.000055302982,0.00009351496,0.000006815849,0.000043966953,0.00013164182],"genre_scores_gemma":[0.9973099,0.000007537746,0.0025754313,0.000011291358,0.00005940581,0.0000050441777,0.000014204719,0.000015209286,0.000001965092],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908686,0.000011584827,0.0004046879,0.00013712319,0.00020812053,0.00015162602],"domain_scores_gemma":[0.9995775,0.000059487218,0.00006690966,0.00010717605,0.00013554239,0.000053355452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022330042,0.00016136256,0.00027350849,0.00018221363,0.000029295363,0.000018019664,0.00016915955,0.000083889885,0.000037668065],"category_scores_gemma":[0.00004492609,0.00012562778,0.000040870116,0.00030562546,0.00012243111,0.00021468081,0.000029098866,0.00013768788,6.115055e-7],"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":[0.000053014755,0.00002226763,0.042450204,0.00043252434,0.000100410245,0.00000161912,0.0039029717,0.13420334,0.8084733,0.0068959226,0.0000056460462,0.0034587975],"study_design_scores_gemma":[0.00023572042,0.00010908688,0.09347762,0.00009179342,0.00002490831,0.000004271626,0.000059775968,0.85297406,0.052492782,0.00040235967,0.0000016643,0.00012598581],"about_ca_topic_score_codex":0.000051146217,"about_ca_topic_score_gemma":0.000011830022,"teacher_disagreement_score":0.7559805,"about_ca_system_score_codex":0.000008749849,"about_ca_system_score_gemma":0.000026162857,"threshold_uncertainty_score":0.5122952},"labels":[],"label_agreement":null},{"id":"W2803910495","doi":"10.1615/tfec2018.cfd.021540","title":"A NUMERICAL STUDY OF NATURAL CONVECTIVE HEAT TRANSFER FROM TWO-SIDED CIRCULAR AND SQUARE HEATED HORIZONTAL ISOTHERMAL PLATES HAVING A FINITE THICKNESS","year":2018,"lang":"en","type":"article","venue":"Proceeding of 3rd Thermal and Fluids Engineering Conference (TFEC)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":5,"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":"Square (algebra); Isothermal process; Natural convection; Heat transfer; Mechanics; Materials science; Convection; Convective heat transfer; Geometry; Thermodynamics; Physics; Mathematics","score_opus":0.011403579946701013,"score_gpt":0.209007518358823,"score_spread":0.19760393841212198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803910495","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":[0.94192713,0.00046382603,0.056818753,0.000010202116,0.00015166009,0.00034663442,0.000019959843,0.00017527032,0.000086578126],"genre_scores_gemma":[0.99944925,0.00002643201,0.00032388777,0.0000048853008,0.00010857114,0.000023736004,0.000011379092,0.000050546183,0.0000013177566],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988089,0.000018670216,0.00037332348,0.000304464,0.00019432053,0.00030027385],"domain_scores_gemma":[0.99948543,0.00011781578,0.000009497872,0.000098843746,0.00017958612,0.00010879431],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011585288,0.00031903418,0.0004772799,0.00013943027,0.00007212271,0.00005027931,0.00012185218,0.000109722096,0.000035551293],"category_scores_gemma":[0.000029579078,0.00030209718,0.000050020317,0.00021711914,0.0000961489,0.00029139957,0.000023137902,0.0002705682,7.331824e-7],"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":[0.00012452214,0.00008146977,0.019172836,0.00036506745,0.0002666978,0.000005004849,0.022351803,0.019995423,0.9362414,0.00017018187,5.0449046e-7,0.0012250924],"study_design_scores_gemma":[0.0021716168,0.0006550767,0.028923595,0.00044319633,0.00013546176,0.000011465082,0.0013043837,0.79021674,0.17566168,0.000017592292,0.0000018288433,0.00045733748],"about_ca_topic_score_codex":0.00029225802,"about_ca_topic_score_gemma":0.000007173684,"teacher_disagreement_score":0.77022135,"about_ca_system_score_codex":0.000021154336,"about_ca_system_score_gemma":0.000020803775,"threshold_uncertainty_score":0.99994314},"labels":[],"label_agreement":null},{"id":"W2804180774","doi":"10.1615/tfec2018.hte.022887","title":"Experimental Study of a Latent Storage System using a Vertical-Finned Tube and Shell Heat Exchanger: Early Results","year":2018,"lang":"en","type":"article","venue":"Proceeding of 3rd Thermal and Fluids Engineering Conference (TFEC)","topic":"Advanced Data Storage Technologies","field":"Computer Science","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":"Dalhousie University","funders":"","keywords":"Shell and tube heat exchanger; Heat exchanger; Tube (container); Shell (structure); Latent heat; Materials science; Mechanics; Mechanical engineering; Thermodynamics; Engineering; Physics; Composite material","score_opus":0.03526208954765787,"score_gpt":0.2474417458274219,"score_spread":0.21217965627976404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2804180774","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":[0.9287903,0.00029206203,0.07023228,0.000013289691,0.00011282401,0.0002765366,0.0000073557253,0.00023571668,0.000039662187],"genre_scores_gemma":[0.990088,0.000006827034,0.009828879,0.0000023387975,0.000038210263,0.000016781949,5.976355e-7,0.000014771368,0.0000035863304],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99869204,0.000012125484,0.0003519181,0.00042500973,0.00023246005,0.00028644133],"domain_scores_gemma":[0.99938214,0.000043829885,0.000055842185,0.00028667523,0.00014973026,0.00008179623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020610762,0.00022378152,0.00034320925,0.00017560471,0.00007890183,0.00007237034,0.00042013027,0.00007240014,0.0000014110732],"category_scores_gemma":[0.000055280616,0.00020027524,0.000022831495,0.0002500992,0.0001504551,0.00051710923,0.000590883,0.00012636723,7.246065e-7],"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":[0.000067116,0.00015144705,0.0014591172,0.00020720501,0.000038780312,0.0000102562135,0.0075897495,0.00013222727,0.984828,0.0044323807,0.0000015465218,0.0010821824],"study_design_scores_gemma":[0.0017271319,0.0030217508,0.0070627327,0.00059063046,0.00003652234,0.000038571936,0.0022551026,0.46808386,0.51667595,0.000033379903,0.0000069826197,0.0004674034],"about_ca_topic_score_codex":0.00006400923,"about_ca_topic_score_gemma":5.467109e-7,"teacher_disagreement_score":0.46815205,"about_ca_system_score_codex":0.00004048732,"about_ca_system_score_gemma":0.000020432019,"threshold_uncertainty_score":0.81669873},"labels":[],"label_agreement":null}]}