{"meta":{"query_hash":"9bc6c285672e","filters":{"venue":"International Journal of Fluid Machinery and Systems"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/9bc6c285672e","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Fluid+Machinery+and+Systems"},"results":[{"id":"W1183985876","doi":"10.5293/ijfms.2015.8.3.132","title":"CFD Analysis for Aligned and Misaligned Guide Vane Torque Prediction and Validation with Experimental Data","year":2015,"lang":"en","type":"article","venue":"International Journal of Fluid Machinery and Systems","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":12,"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":"Computational fluid dynamics; Torque; Marine engineering; Mechanics; Aerospace engineering; Environmental science; Engineering; Physics; Thermodynamics","score_opus":0.033807766098679776,"score_gpt":0.2886627825126189,"score_spread":0.25485501641393915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1183985876","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":[0.9408721,0.002971783,0.054307953,0.00013509406,0.0010049501,0.00017919694,0.00024366353,0.0000289207,0.00025637713],"genre_scores_gemma":[0.9980167,0.00007442019,0.0012944092,0.000018177143,0.00035214852,0.00000876467,0.00014055363,0.000013444671,0.00008139191],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903345,0.000038445254,0.0004225696,0.00013119582,0.00030211313,0.000072200826],"domain_scores_gemma":[0.9992977,0.000088968794,0.00013584587,0.00011086542,0.00025480095,0.00011185403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000595916,0.00010680193,0.00020516515,0.00023628649,0.00002863594,0.00015534624,0.00013777259,0.00003654606,0.0000029383093],"category_scores_gemma":[0.000058383088,0.00008770955,0.000023765888,0.00007305042,0.000027296184,0.00055671734,0.000037039277,0.00003675015,2.0504952e-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":[0.0025998943,0.00037827445,0.122279204,0.00044793327,0.017017346,0.00013418961,0.010778344,0.4733341,0.32783964,0.006097859,0.033483326,0.0056098686],"study_design_scores_gemma":[0.005648427,0.00071629323,0.006791654,0.00017764512,0.0007711742,0.0013234657,0.0026709607,0.9633038,0.0059714336,0.0001891084,0.012022295,0.00041372466],"about_ca_topic_score_codex":0.000045366698,"about_ca_topic_score_gemma":0.0000074226605,"teacher_disagreement_score":0.48996973,"about_ca_system_score_codex":0.00007170355,"about_ca_system_score_gemma":0.000020264342,"threshold_uncertainty_score":0.35766917},"labels":[],"label_agreement":null},{"id":"W2040273071","doi":"10.5293/ijfms.2009.2.4.278","title":"Uncertainty in Operational Modal Analysis of Hydraulic Turbine Components","year":2009,"lang":"en","type":"article","venue":"International Journal of Fluid Machinery and Systems","topic":"Structural Health Monitoring Techniques","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":"École de Technologie Supérieure","funders":"","keywords":"Modal; Modal testing; Monte Carlo method; Turbine; Modal analysis; Engineering; Hydraulic turbines; Exponential function; Computer science; Mathematics; Statistics; Finite element method; Mechanical engineering; Structural engineering","score_opus":0.017423620249608914,"score_gpt":0.2914972392183735,"score_spread":0.2740736189687646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040273071","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":[0.99711233,0.0008287765,0.0007320133,0.00017382218,0.0008899302,0.000056092507,0.000020911468,0.000019081917,0.00016702956],"genre_scores_gemma":[0.99928683,0.0001461188,0.00024736748,0.000035552337,0.00025321468,0.0000012262124,0.000015354854,0.000004835056,0.000009507443],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878067,0.000043357177,0.0006587822,0.000067851,0.00036069305,0.00008862044],"domain_scores_gemma":[0.99951243,0.00006351963,0.00012666931,0.00006354435,0.00017934408,0.00005451118],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030597884,0.000095412535,0.00031513232,0.00061423803,0.000013301945,0.000028207709,0.00019821309,0.00004925535,0.0000068668946],"category_scores_gemma":[0.000027485758,0.00007902543,0.000078219615,0.00019218308,0.000014720888,0.00016218632,0.000011859717,0.00015173753,2.2494984e-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":[0.00012187772,0.000041910014,0.027574271,0.00003230555,0.000600759,0.000047009522,0.00029424453,0.93666106,0.025979092,0.0015510008,0.00021944962,0.0068769967],"study_design_scores_gemma":[0.0003634017,0.000067089175,0.39762157,0.00011747203,0.00004226648,0.00009300492,0.000016940516,0.60075897,0.00046581845,0.00020938655,0.00016573704,0.00007834415],"about_ca_topic_score_codex":0.00021559281,"about_ca_topic_score_gemma":0.000007045792,"teacher_disagreement_score":0.3700473,"about_ca_system_score_codex":0.00011386761,"about_ca_system_score_gemma":0.000014946277,"threshold_uncertainty_score":0.32225633},"labels":[],"label_agreement":null},{"id":"W2062763801","doi":"10.5293/ijfms.2009.2.4.400","title":"Validation of a CFD model for hydraulic seals","year":2009,"lang":"en","type":"article","venue":"International Journal of Fluid Machinery and Systems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada); Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computational fluid dynamics; Reynolds-averaged Navier–Stokes equations; Marine engineering; Turbulence; Engineering; Seal (emblem); Labyrinth seal; Mechanical engineering; Computation; Hydraulic turbines; Fluent; Francis turbine; Finite volume method; Turbine; Mechanics; Computer science; Aerospace engineering; Physics","score_opus":0.019442313684293867,"score_gpt":0.26461057901162743,"score_spread":0.24516826532733357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062763801","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":[0.6445016,0.0016855,0.34973827,0.00027996014,0.0016267856,0.00019446418,0.000040287337,0.000025436091,0.0019076591],"genre_scores_gemma":[0.99895614,0.00011042753,0.00032740168,0.000046444413,0.00040198868,0.0000036899567,0.0000070159813,0.000009762853,0.00013709698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882364,0.000029987414,0.0006929662,0.000060945058,0.00030326238,0.000089204135],"domain_scores_gemma":[0.9993222,0.000094499665,0.00021036335,0.00007052266,0.00024085106,0.00006159403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005465855,0.00010013349,0.000280619,0.00015924887,0.00001759287,0.00004365575,0.0001773097,0.000055276232,0.000003043966],"category_scores_gemma":[0.00005272381,0.000081577076,0.00009804273,0.000039404094,0.000010460544,0.00019186194,0.000005960862,0.00006775655,0.0000010162001],"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":[0.00006573772,0.000038894366,0.00032853743,0.00015292171,0.00024015103,0.0000068672043,0.0010592836,0.9365996,0.049885567,0.002379473,0.003636281,0.0056066546],"study_design_scores_gemma":[0.00056234666,0.00008263357,0.00017882446,0.0002211672,0.000021642089,0.00024937824,0.00005875328,0.9949378,0.0020575377,0.00065927353,0.00088737736,0.000083268285],"about_ca_topic_score_codex":0.000009067059,"about_ca_topic_score_gemma":3.3126858e-7,"teacher_disagreement_score":0.35445455,"about_ca_system_score_codex":0.000034630153,"about_ca_system_score_gemma":0.000021932963,"threshold_uncertainty_score":0.3326617},"labels":[],"label_agreement":null},{"id":"W2306109969","doi":"10.5293/ijfms.2015.8.4.254","title":"The effect of materials properties on the reliability of hydraulic turbine runners","year":2015,"lang":"en","type":"article","venue":"International Journal of Fluid Machinery and Systems","topic":"Fatigue and fracture mechanics","field":"Engineering","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":"Hydro-Québec","funders":"","keywords":"Reliability (semiconductor); Reliability engineering; Fracture mechanics; Stress (linguistics); Structural engineering; Fatigue limit; Materials science; Degradation (telecommunications); Gas turbines; Acoustic emission; Engineering; Computer science; Mechanical engineering; Composite material","score_opus":0.014859972835022536,"score_gpt":0.22446348288600151,"score_spread":0.209603510050979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2306109969","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":[0.99488854,0.0016074516,0.00019669347,0.0003671917,0.002492129,0.000105980784,0.000009515613,0.0000060130783,0.00032645487],"genre_scores_gemma":[0.9996101,0.00010362337,0.000005092876,0.000013852284,0.0002221039,0.0000031007003,9.791835e-7,0.000007617824,0.000033474887],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99895006,0.00015155178,0.00045041658,0.000041530817,0.00034470938,0.000061738196],"domain_scores_gemma":[0.9992327,0.00026557714,0.00017623146,0.000107808766,0.00018566949,0.000032017815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015973103,0.00008718864,0.0002096716,0.000044464854,0.000020478014,0.000034802484,0.00024263978,0.00003488553,0.0000023075484],"category_scores_gemma":[0.00033938984,0.000036160647,0.00005500016,0.000030433137,0.000043524476,0.000074699215,0.000019836183,0.000108066175,9.544528e-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":[0.0025261852,0.00007128606,0.002243936,0.00059187936,0.0010860157,0.000029312814,0.0021626898,0.2381371,0.7332914,0.005665351,0.010164132,0.004030717],"study_design_scores_gemma":[0.0015377164,0.0014790735,0.00085736596,0.0009247094,0.00007948357,0.00025840776,0.00038387236,0.058152024,0.92928994,0.0004911234,0.006354868,0.0001914077],"about_ca_topic_score_codex":0.000045814366,"about_ca_topic_score_gemma":0.0000011786512,"teacher_disagreement_score":0.19599855,"about_ca_system_score_codex":0.00002670957,"about_ca_system_score_gemma":0.000013252089,"threshold_uncertainty_score":0.14745884},"labels":[],"label_agreement":null},{"id":"W2801631655","doi":"10.5293/ijfms.2011.4.1.161","title":"Steady-state Capabilities for Hydroturbines with OpenFOAM","year":2011,"lang":"en","type":"article","venue":"International Journal of Fluid Machinery and Systems","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec","funders":"Chalmers Tekniska Högskola; Sveučilište u Zagrebu","keywords":"Steady state (chemistry); State (computer science); Mechanics; Computer science; Mechanical engineering; Aerospace engineering; Materials science; Engineering; Physics; Algorithm; Chemistry","score_opus":0.01598166435290189,"score_gpt":0.22088349596955517,"score_spread":0.2049018316166533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801631655","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":[0.9623443,0.00079414836,0.032044023,0.000048310216,0.0021020249,0.00014458394,0.00004487279,0.00003332436,0.0024444207],"genre_scores_gemma":[0.998778,0.00010133175,0.00037556412,0.000020389283,0.00019594734,0.0000073417755,0.000004092196,0.000014723305,0.0005026413],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935776,0.000012258385,0.00032387668,0.000056934885,0.00016565775,0.00008352946],"domain_scores_gemma":[0.9995135,0.00005345815,0.00008151614,0.000056442397,0.00023763419,0.000057457368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021616566,0.00009660398,0.00016360704,0.00011971233,0.00002232432,0.000059798258,0.00016032216,0.00002572627,0.000013069168],"category_scores_gemma":[0.00001910441,0.000069436246,0.00004883029,0.00002636898,0.000029659315,0.0002114325,0.000012307243,0.00008705731,0.0000012213306],"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":[0.00631674,0.000728532,0.07503017,0.0023869479,0.007443418,0.00082269596,0.040138677,0.63736564,0.043664638,0.104906365,0.016691443,0.06450471],"study_design_scores_gemma":[0.0037216616,0.0007383265,0.0070166625,0.0006075396,0.000091688504,0.0029673818,0.0021069304,0.9635974,0.0013927813,0.0018787578,0.0152913965,0.0005894296],"about_ca_topic_score_codex":0.000032766875,"about_ca_topic_score_gemma":0.000015879124,"teacher_disagreement_score":0.32623178,"about_ca_system_score_codex":0.000032986823,"about_ca_system_score_gemma":0.000015841131,"threshold_uncertainty_score":0.2831528},"labels":[],"label_agreement":null},{"id":"W2802487017","doi":"10.5293/ijfms.2011.4.2.243","title":"Flow simulation and efficiency hill chart prediction for a Propeller turbine","year":2011,"lang":"en","type":"article","venue":"International Journal of Fluid Machinery and Systems","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Polytechnique Montréal; Université Laval","keywords":"Propeller; Draft tube; Turbine; Computational fluid dynamics; Operating point; Marine engineering; Range (aeronautics); Chart; Flow (mathematics); Computation; Computer simulation; Engineering; Performance prediction; Point (geometry); Water turbine; Simulation; Mechanical engineering; Computer science; Mechanics; Aerospace engineering; Mathematics; Electrical engineering; Algorithm","score_opus":0.019732726010022798,"score_gpt":0.2301705631369921,"score_spread":0.2104378371269693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802487017","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":[0.7767823,0.0019208096,0.21700571,0.000045135053,0.003081277,0.00027324716,0.000051897347,0.00005229182,0.000787343],"genre_scores_gemma":[0.9984941,0.00023651897,0.0005858643,0.000018769144,0.00054348947,0.0000061997575,0.000016212825,0.0000137658335,0.00008509213],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925655,0.000019804353,0.00039265206,0.00007701208,0.00017099123,0.000083007726],"domain_scores_gemma":[0.9995618,0.000038449656,0.000099852194,0.00004531098,0.00020100291,0.000053589887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035044056,0.00009969249,0.00013920265,0.00016426128,0.000039723393,0.000048738973,0.00008121681,0.000052280368,0.000010390281],"category_scores_gemma":[0.000034412857,0.000076207725,0.00003955151,0.000040383737,0.000017053986,0.00041638332,0.00001156525,0.00008797459,0.0000010583508],"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":[0.00016618993,0.00003580408,0.0037322887,0.000081068036,0.00011105911,0.000005208359,0.0009637488,0.98404014,0.0026299278,0.00018877568,0.00041085863,0.007634914],"study_design_scores_gemma":[0.0006477104,0.00012638474,0.0033262754,0.00007984302,0.000020765134,0.00014252002,0.000032511805,0.99394447,0.0002103278,0.000033882534,0.0013592573,0.000076053184],"about_ca_topic_score_codex":0.000005205908,"about_ca_topic_score_gemma":8.3178196e-7,"teacher_disagreement_score":0.22171181,"about_ca_system_score_codex":0.000025714944,"about_ca_system_score_gemma":0.000008969863,"threshold_uncertainty_score":0.31076607},"labels":[],"label_agreement":null}]}