{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"8e8ea9bc1719","filters":{"venue":"Volume 6: Fluids and Thermal Systems; Advances for Process Industries, Parts A and B"}},"results":[{"id":"W2080368251","doi":"10.1115/imece2011-63185","title":"Numerical Investigation of an Impingement Flow due to a Free Surface Axisymmetric Long Water Jet","year":2011,"lang":"en","type":"article","venue":"Volume 6: Fluids and Thermal Systems; Advances for Process Industries, Parts A and B","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechanics; Turbulence; Laminar flow; Jet (fluid); Heat transfer; Reynolds number; Materials science; Free surface; Shear stress; Thermodynamics; Physics","authors":[{"name":"M. M. Seraj","is_ca":true},{"name":"Mohamed S. Gadala","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02557469961131164,"gpt":0.2215444307508817,"spread":0.1959697311395701,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003286714,0.0005684756,0.000634075,0.0004252811,0.0006580139,0.0009418458,0.0006317297,0.001552775,0.001973926],"category_scores_gemma":[0.001055268,0.000307098,0.0005186932,0.0004290998,0.00102457,0.0004344037,0.0005947342,0.0005694013,0.0001204855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006811756,"about_ca_system_score_gemma":0.0006208275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01321586,"about_ca_topic_score_gemma":0.004838317,"domain_scores_codex":[0.9998093,0.00004179336,0.00001041466,0.00002971177,0.00005223028,0.00005658201],"domain_scores_gemma":[0.9994081,0.0003076917,0.0001087298,0.00002327582,0.00007576429,0.00007642568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003393614,0.0001345134,0.004944203,0.0001347608,0.00003666977,0.001409189,0.0001711248,0.9691948,0.01849719,0.001850487,0.0003091442,0.002978647],"study_design_scores_gemma":[0.00002595618,0.0001302652,0.00116207,0.000006438847,0.000006995711,0.00004727564,0.00006226581,0.9969009,0.001345139,0.0001351652,0.0001679853,0.000009623957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751309,0.000266603,0.01662569,0.0002284423,0.00007017483,0.00006283968,0.0002237339,0.0001864933,0.007205099],"genre_scores_gemma":[0.9935661,0.00008212165,0.004296867,0.00002297294,0.000009851783,0.00002928045,0.0000896452,0.00001432837,0.00188896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321586,"threshold_uncertainty_score":0.0262779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2006111532","doi":"10.1115/imece2011-64190","title":"Can We Rescue Thermal Wall Shear Stress Sensing?","year":2011,"lang":"en","type":"article","venue":"Volume 6: Fluids and Thermal Systems; Advances for Process Industries, Parts A and B","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Materials science; Anemometer; Turbulence; Shear stress; Guard (computer science); Microfabrication; Thermal conduction; Thermal; Heat exchanger; Mechanics; Acoustics; Mechanical engineering; Composite material; Meteorology; Fabrication; Engineering; Physics; Computer science","authors":[{"name":"Elsa Assadian","is_ca":true},{"name":"Rustom B. Bhiladvala","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01659524172496735,"gpt":0.2085012349183425,"spread":0.1919059931933752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003048428,0.001062121,0.001748179,0.000523578,0.0008018739,0.002968967,0.001968486,0.005003725,0.005574176],"category_scores_gemma":[0.008726485,0.0005180926,0.0006948768,0.0004331374,0.00410703,0.01065202,0.002346469,0.00457717,0.003636141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007265346,"about_ca_system_score_gemma":0.001033742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001416774,"about_ca_topic_score_gemma":0.001385395,"domain_scores_codex":[0.9989744,0.0002437421,0.00005066835,0.0002146242,0.0003158538,0.0002007825],"domain_scores_gemma":[0.9971023,0.001039261,0.0003161606,0.0005915434,0.0006732201,0.0002774286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001207971,0.0004877234,0.007515443,0.002449354,0.0004068938,0.001226357,0.001675689,0.0166233,0.2257268,0.1760853,0.0858413,0.480754],"study_design_scores_gemma":[0.0003071977,0.0014359,0.004152636,0.001167064,0.0002455204,0.001890316,0.005266001,0.05729437,0.1321922,0.4189283,0.3766072,0.000513252],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1400317,0.1532492,0.2488458,0.3861763,0.0277839,0.000112228,0.0006232919,0.004618353,0.03855926],"genre_scores_gemma":[0.7691993,0.05551158,0.08811405,0.04510318,0.004965431,0.0001925594,0.0003780419,0.0006988256,0.03583699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005574176,"threshold_uncertainty_score":0.01864743,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1984859145","doi":"10.1115/imece2011-62600","title":"A Variant Algorithm for Solving Eigenvalue Equation in Linear Stability Problems","year":2011,"lang":"en","type":"article","venue":"Volume 6: Fluids and Thermal Systems; Advances for Process Industries, Parts A and B","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Eigenvalues and eigenvectors; Chebyshev filter; Stability (learning theory); Linear stability; Algorithm; Applied mathematics; Mathematics; Linear system; Chebyshev polynomials; Numerical stability; Resolution (logic); Computer science; Numerical analysis; Mathematical optimization; Mathematical analysis; Nonlinear system; Physics","authors":[{"name":"Zongchun Qiao","is_ca":true},{"name":"P. N. Kaloni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0502492139094596,"gpt":0.2553725274171517,"spread":0.2051233135076921,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001148804,0.0008768109,0.0007646275,0.0009189153,0.0005466546,0.0008046013,0.00184015,0.001069283,0.004174137],"category_scores_gemma":[0.002596926,0.0003504705,0.0007110836,0.0009584457,0.0008060257,0.001191203,0.001096589,0.001521291,0.002120536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000440001,"about_ca_system_score_gemma":0.0008455116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001661107,"about_ca_topic_score_gemma":0.001786238,"domain_scores_codex":[0.9993932,0.0002008455,0.0000348982,0.00008236618,0.0002506187,0.00003801449],"domain_scores_gemma":[0.9992225,0.0003325044,0.00004718453,0.0001205685,0.0002442408,0.00003305661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001971168,0.0001691237,0.001312674,0.0003123483,0.0001341431,0.0002450548,0.0003132897,0.2116439,0.02390616,0.3201303,0.008577469,0.4330585],"study_design_scores_gemma":[0.00004172426,0.00007016405,0.0001935709,0.00001418412,0.00001605611,0.0001154856,0.00001927126,0.9465913,0.003168061,0.04048898,0.009260859,0.00002031712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008789125,0.0000423328,0.9982211,0.00002766234,0.00003044375,0.00002491944,0.00001121033,0.0001516621,0.0006117831],"genre_scores_gemma":[0.03250467,0.0001284876,0.9636484,0.00007586735,0.00006609812,0.0002400128,0.00009152057,0.000241918,0.003002918],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004174137,"threshold_uncertainty_score":0.01396388,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2075347216","doi":"10.1115/imece2011-63118","title":"Tracking of Capillary Interface in Microfluidic Channels","year":2011,"lang":"en","type":"article","venue":"Volume 6: Fluids and Thermal Systems; Advances for Process Industries, Parts A and B","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Microchannel; Hagen–Poiseuille equation; Capillary action; Microfluidics; Surface tension; Mechanics; Flow (mathematics); Optics; Open-channel flow; Capillary length; Materials science; Flow velocity; Physics; Nanotechnology; Thermodynamics; Composite material","authors":[{"name":"Prashant R. Waghmare","is_ca":true},{"name":"Farhan Ahmad","is_ca":true},{"name":"David S. Nobes","is_ca":true},{"name":"Sushanta K. Mitra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04731563522103607,"gpt":0.266075689923264,"spread":0.218760054702228,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002910918,0.0003342894,0.0003544322,0.0006409902,0.0003308677,0.0004631118,0.000552088,0.000557026,0.0006153915],"category_scores_gemma":[0.000411539,0.0001492731,0.0001795824,0.00054442,0.0003744246,0.0004141743,0.0004468858,0.0006072932,0.000260928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005503356,"about_ca_system_score_gemma":0.0004756861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483123,"about_ca_topic_score_gemma":0.00135928,"domain_scores_codex":[0.9997484,0.00001482802,0.000006218263,0.00007947097,0.0001022691,0.00004885575],"domain_scores_gemma":[0.9998419,0.00005042958,0.00003661217,0.000009326658,0.00003982363,0.00002185683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003860816,0.00001794575,0.0005103521,0.0001062657,0.000003940583,0.00006428888,0.00006325573,0.0007400313,0.9892592,0.0007908719,0.0002745498,0.008130844],"study_design_scores_gemma":[0.00001115795,0.0001107745,0.003053056,0.00001924263,0.00000851772,0.0000903933,0.00002897836,0.02351841,0.9698037,0.0002614878,0.003076347,0.0000177917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7128038,0.005427557,0.2700699,0.0002079552,0.0001576109,0.0003573497,0.001295888,0.001911811,0.007768169],"genre_scores_gemma":[0.8335627,0.002268843,0.159991,0.0001370032,0.00004272405,0.0004300888,0.0005433258,0.00007489599,0.002949467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001483123,"threshold_uncertainty_score":0.003992915,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}