{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"46033733dd2f","filters":{"venue":"2010 14th International Heat Transfer Conference, Volume 5"}},"results":[{"id":"W2056439086","doi":"10.1115/ihtc14-22714","title":"Effect of Working Fluid on Pulsating Heat Pipe Thermal Performance","year":2010,"lang":"en","type":"article","venue":"2010 14th International Heat Transfer Conference, Volume 5","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Working fluid; Heat sink; Boiling; Surface tension; Heat pipe; Materials science; Heat transfer; Adiabatic process; Fluid dynamics; Heat transfer enhancement; Thermal; Mechanics; Thermodynamics; Heat transfer coefficient","authors":[{"name":"Koji Fumoto","is_ca":false},{"name":"Masahiro Kawaji","is_ca":true},{"name":"Tsuyoshi Kawanami","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01566854060882136,"gpt":0.2296044450324323,"spread":0.2139359044236109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000396337,0.0003686784,0.000416587,0.0002020023,0.0001324413,0.00006272793,0.000428771,0.0001912356,0.0006508955],"category_scores_gemma":[0.0000225999,0.0003202026,0.000169977,0.0001447688,0.0001373657,0.0001934099,0.00001762061,0.0007446091,0.00009773595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004133127,"about_ca_system_score_gemma":0.00003647712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007006484,"about_ca_topic_score_gemma":0.00008671097,"domain_scores_codex":[0.9982542,0.00004497521,0.0004760158,0.0003160384,0.0004790929,0.0004297102],"domain_scores_gemma":[0.9993026,0.0001751497,0.000003990867,0.0002671352,0.0001416721,0.0001094739],"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":[0.0004393437,0.0001393523,0.08513407,0.0005382785,0.0004187094,0.00001307539,0.001684016,0.006032409,0.8294406,0.001643319,0.0002654123,0.0742514],"study_design_scores_gemma":[0.002371287,0.001014924,0.06737162,0.0006696405,0.00009842024,0.00002349028,0.0000433649,0.1870166,0.7357412,0.00002537228,0.004786775,0.0008372677],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643809,0.00005260876,0.002731096,0.0001685262,0.003596802,0.0002638121,0.00004398122,0.0002303525,0.02853197],"genre_scores_gemma":[0.9988832,0.0001031663,0.0001041852,0.00004037963,0.000450137,0.00005865476,0.00003329687,0.00005321814,0.0002736858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1809842,"threshold_uncertainty_score":0.999925,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1996610995","doi":"10.1115/ihtc14-22398","title":"Experimental Investigation of Louver Cooling Scheme on Gas Turbine Vane Pressure Side","year":2010,"lang":"en","type":"article","venue":"2010 14th International Heat Transfer Conference, Volume 5","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Louver; Mechanics; Mach number; Materials science; Heat transfer; Reynolds number; Cascade; Impulse (physics); Fin; Optics; Mechanical engineering; Physics; Chemistry; Engineering; Classical mechanics; Composite material","authors":[{"name":"Tarek Elnady","is_ca":true},{"name":"Wael Saleh","is_ca":true},{"name":"Ibrahim Hassan","is_ca":true},{"name":"Lyes Kadem","is_ca":true},{"name":"Terry Lucas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01191361660801693,"gpt":0.219212359243273,"spread":0.207298742635256,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000896659,0.000221894,0.0001979454,0.00018176,0.00005191937,0.00004864178,0.0002600956,0.0001669537,0.001551791],"category_scores_gemma":[0.00001000813,0.0002196253,0.00007158908,0.0001064777,0.00009002464,0.0004151126,0.00001446872,0.0004240085,0.00006748366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002722634,"about_ca_system_score_gemma":0.00004089449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006945691,"about_ca_topic_score_gemma":0.0000704338,"domain_scores_codex":[0.9988592,0.00001298122,0.0003537963,0.0002213693,0.0003513236,0.0002012914],"domain_scores_gemma":[0.9994925,0.00002170867,0.00001262857,0.0002014288,0.0001729278,0.00009877681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001785727,0.000115042,0.01145199,0.00009547761,0.0001597012,0.000003733132,0.001065476,0.06089273,0.9179907,0.005073517,0.001994555,0.0009784815],"study_design_scores_gemma":[0.0008052015,0.000093434,0.01390543,0.00007484719,0.00002003789,0.000008021877,0.00002922457,0.6171662,0.363839,0.00005995351,0.003740556,0.0002580332],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849619,0.00005587237,0.006171579,0.0001561272,0.002434155,0.0001999906,0.00008202367,0.0001600117,0.005778342],"genre_scores_gemma":[0.9973396,0.00002600142,0.001220008,0.00006883044,0.0003072685,0.00002984063,0.000218531,0.00003584592,0.0007540662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5562735,"threshold_uncertainty_score":0.9993609,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2240397085","doi":"10.1115/ihtc14-23262","title":"An Experimental Investigation of Film Cooling Performance of Louver Scheme","year":2010,"lang":"en","type":"article","venue":"2010 14th International Heat Transfer Conference, Volume 5","topic":"Turbomachinery Performance and Optimization","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":"Concordia University","funders":"","keywords":"Louver; Airfoil; Materials science; Heat transfer; Mechanics; Heat transfer coefficient; Heat flux; Mechanical engineering; Engineering; Physics","authors":[{"name":"Mohamed Ghorab","is_ca":true},{"name":"Ibrahim Hassan","is_ca":true},{"name":"Terry Lucas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01117012463159213,"gpt":0.2214470245047478,"spread":0.2102768998731557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009973055,0.0001588291,0.0001774352,0.0001679655,0.00003764747,0.00002661363,0.0002777349,0.0001285144,0.00116853],"category_scores_gemma":[0.000004738682,0.0001630694,0.00005185394,0.0001106125,0.0001163387,0.0007680162,0.000009979931,0.0002557794,0.00001698302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002135329,"about_ca_system_score_gemma":0.00004874952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005524572,"about_ca_topic_score_gemma":0.00004960903,"domain_scores_codex":[0.9990329,0.000009768173,0.0003751592,0.0001568906,0.0002739482,0.0001513469],"domain_scores_gemma":[0.9994954,0.00001290404,0.00001451206,0.0001885943,0.0002109324,0.00007769783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007864886,0.00006507764,0.07664733,0.00007851922,0.00003913641,4.426925e-7,0.0009766239,0.03425591,0.8857133,0.001322992,0.0001893909,0.0006326643],"study_design_scores_gemma":[0.0003495202,0.00007978418,0.02994225,0.00003413899,0.000006103853,0.000003126396,0.0000357929,0.6425827,0.3266411,0.000008659777,0.0001941077,0.000122721],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989601,0.00002088353,0.00714828,0.00002192394,0.001348222,0.0001229643,0.00005427519,0.00008164269,0.001600842],"genre_scores_gemma":[0.9969141,0.00003534764,0.002572709,0.00002319519,0.0001364413,0.00001743111,0.0001698972,0.00002407569,0.0001067705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6083268,"threshold_uncertainty_score":0.9997445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2019519683","doi":"10.1115/ihtc14-22621","title":"Optical Tomography With a Least Square Finite Element Formulation of the Collimated Irradiation in Frequency Domain","year":2010,"lang":"en","type":"article","venue":"2010 14th International Heat Transfer Conference, Volume 5","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; Université du Québec à Chicoutimi","funders":"","keywords":"Collimated light; Optics; Finite element method; Scattering; Optical tomography; Frequency domain; Physics; Square (algebra); Tomography; Mathematics; Mathematical analysis; Geometry","authors":[{"name":"O. Balima","is_ca":true},{"name":"Joan Boulanger","is_ca":true},{"name":"André B. Charette","is_ca":true},{"name":"Daniel Marceau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01071953239250669,"gpt":0.2598930935902831,"spread":0.2491735611977764,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001950436,0.0001677082,0.0002377835,0.0002481725,0.00005100112,0.00003998453,0.0001892759,0.0001284662,0.0005097053],"category_scores_gemma":[0.00003470091,0.0001172716,0.0001002195,0.0003143486,0.0001735528,0.000166841,0.0000137141,0.0004903504,0.000006662003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006471862,"about_ca_system_score_gemma":0.0001585651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002838,"about_ca_topic_score_gemma":0.0008046324,"domain_scores_codex":[0.9985921,0.00002827961,0.0004058061,0.0002481877,0.0004959527,0.0002296382],"domain_scores_gemma":[0.9992298,0.00003864437,0.00002007088,0.0002454398,0.0003772352,0.00008885017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004638446,0.0005863786,0.6558709,0.0000755471,0.00008130089,0.000009955197,0.0005140422,0.00001318477,0.1646646,0.1770407,0.00009774969,0.0005818753],"study_design_scores_gemma":[0.002758951,0.0006817305,0.9475324,0.0004067188,0.00007322271,0.00003626337,0.0001259632,0.01898177,0.02262832,0.005944004,0.0005772089,0.0002534647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506803,0.000008087331,0.03171763,0.004077887,0.0003522982,0.0006654228,0.00007022759,0.00007187974,0.0123563],"genre_scores_gemma":[0.9845747,0.00001009522,0.01490078,0.0001345252,0.00006191181,0.00007266656,0.00009141321,0.00001710409,0.0001367757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2916615,"threshold_uncertainty_score":0.5580916,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2243707255","doi":"10.1115/ihtc14-23263","title":"An Experimental Investigation of a New Hybrid Film Cooling Scheme","year":2010,"lang":"en","type":"article","venue":"2010 14th International Heat Transfer Conference, Volume 5","topic":"Turbomachinery Performance and Optimization","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":"Concordia University","funders":"","keywords":"Materials science; Airfoil; Heat transfer; Mechanics; Mechanical engineering; Engineering; Physics","authors":[{"name":"Mohamed Ghorab","is_ca":true},{"name":"Ibrahim Hassan","is_ca":true},{"name":"Terry Lucas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01477643404668141,"gpt":0.2346328532238974,"spread":0.219856419177216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008003225,0.0001831005,0.0001649397,0.0001655768,0.00004729873,0.00006675536,0.0002945018,0.0001022552,0.00188443],"category_scores_gemma":[0.000005281292,0.0001932848,0.0000586517,0.0000922924,0.00006900436,0.0007266956,0.000009830883,0.0003074732,0.00004860575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000274163,"about_ca_system_score_gemma":0.00008194827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000150297,"about_ca_topic_score_gemma":0.00009125882,"domain_scores_codex":[0.9990175,0.000009837252,0.0003271286,0.0001959658,0.0002677312,0.0001817743],"domain_scores_gemma":[0.9994959,0.000009221331,0.000009503086,0.0001958745,0.0001343584,0.0001551408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007566246,0.00006989504,0.01830262,0.00003548644,0.00005883829,0.000002676248,0.001363178,0.02418949,0.9495926,0.002727155,0.001971569,0.001610826],"study_design_scores_gemma":[0.0005362305,0.00006050474,0.01050625,0.0000277139,0.000007996071,0.00001144344,0.00004076516,0.7023046,0.2849851,0.00007009292,0.001257097,0.0001921883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589612,0.00003063988,0.03682688,0.00007832159,0.001865439,0.0001394636,0.00005827102,0.0001720645,0.001867707],"genre_scores_gemma":[0.9943667,0.00002293375,0.004456377,0.00005323142,0.0003570928,0.00001738502,0.0003207422,0.00003124437,0.0003743105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6781151,"threshold_uncertainty_score":0.999028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2001164816","doi":"10.1115/ihtc14-22818","title":"A Reconstruction Scheme Based on the Radiative Transfer Equation for Graded Index Semi-Transparent Media","year":2010,"lang":"en","type":"article","venue":"2010 14th International Heat Transfer Conference, Volume 5","topic":"Radiative Heat Transfer Studies","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":"Université du Québec à Chicoutimi; National Research Council Canada","funders":"","keywords":"Radiative transfer; Refractive index; Iterative method; Refractive index profile; Computational physics; Optics; Physics; Computer science; Applied mathematics; Mathematics; Algorithm","authors":[{"name":"Joan Boulanger","is_ca":true},{"name":"O. Balima","is_ca":true},{"name":"André B. Charette","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04637352561305841,"gpt":0.2458584956764025,"spread":0.1994849700633441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003960657,0.0005319429,0.0004440234,0.0003546826,0.0002716563,0.0001354316,0.000551511,0.0003186224,0.001282273],"category_scores_gemma":[0.00007975119,0.0004476291,0.0003031805,0.0002730998,0.0003176507,0.0003690331,0.000005508097,0.0009524646,0.00006437826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000159487,"about_ca_system_score_gemma":0.0001436601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007155773,"about_ca_topic_score_gemma":0.0008141046,"domain_scores_codex":[0.9975017,0.00008346998,0.0006495431,0.0005495304,0.0006823199,0.0005334759],"domain_scores_gemma":[0.9984041,0.0006188214,0.000008589839,0.0003479144,0.0004386455,0.0001818747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003945792,0.001931086,0.077396,0.001136698,0.004865642,0.00003200003,0.02721134,0.1272808,0.2491296,0.4226752,0.009413706,0.07498211],"study_design_scores_gemma":[0.003407999,0.0002016622,0.04275118,0.0001646793,0.0001015609,0.00001000639,0.0002658998,0.9136152,0.03161542,0.001903206,0.005168126,0.0007951097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2962002,0.00006414297,0.6838547,0.004676925,0.007729608,0.001691883,0.0008641427,0.0004450892,0.004473254],"genre_scores_gemma":[0.9971228,0.0001187142,0.0005725025,0.0002505299,0.0005776501,0.000961016,0.0002107017,0.00008720777,0.00009890637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7863343,"threshold_uncertainty_score":0.9997975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}