{"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":"4b4ef5402095","filters":{"venue":"FDMP: Fluid Dynamics & Materials Processing"}},"results":[{"id":"W1496340170","doi":"10.3970/fdmp.2007.003.037","title":"Non-Graded Adaptive Grid Approaches to the Incompressible Navier-Stokes Equations","year":2007,"lang":"en","type":"article","venue":"FDMP: Fluid Dynamics & Materials Processing","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Solver; Octree; Polygon mesh; Compressibility; Grid; Projection (relational algebra); Navier–Stokes equations; Incompressible flow; Mathematics; Quadtree; Projection method; Applied mathematics; Geometry; Mathematical analysis; Mathematical optimization; Algorithm; Flow (mathematics); Physics; Mechanics","authors":[{"name":"Fr ' e d ' e ric Gibou","is_ca":false},{"name":"Chohong Min","is_ca":true},{"name":"Héctor D. Ceniceros","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03552765525203922,"gpt":0.2298630296523562,"spread":0.194335374400317,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009230211,0.0004689414,0.0004365425,0.0002656908,0.0005384684,0.0005007912,0.000613138,0.0001721452,0.00002070485],"category_scores_gemma":[0.00004846548,0.0004052559,0.00009393177,0.0007345732,0.00008647719,0.0003795623,0.0002129471,0.0002546089,0.00007341681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003856514,"about_ca_system_score_gemma":0.0001002293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005542521,"about_ca_topic_score_gemma":0.0003685601,"domain_scores_codex":[0.9974838,0.00004071335,0.0008065795,0.0004687575,0.000473384,0.0007267787],"domain_scores_gemma":[0.998936,0.0001783722,0.0001231712,0.0004143692,0.0001551333,0.0001929401],"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":[0.0001028319,0.0001295219,0.0001137271,0.0003513687,0.0001246822,0.00001946167,0.002033072,0.8644929,0.07288523,0.03085371,0.000306326,0.0285872],"study_design_scores_gemma":[0.0002740513,0.0000421991,0.002140962,0.0001654025,0.00004482334,0.00001710212,0.0003152146,0.9908627,0.003413836,0.001975081,0.0002169255,0.0005317556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4687547,0.0002447454,0.527503,0.0002594805,0.00126501,0.0005251083,0.0001811315,0.0003294003,0.0009373703],"genre_scores_gemma":[0.9845411,0.00001890282,0.01386329,0.0001310889,0.0006389547,0.00009370342,0.0004444256,0.0001306165,0.0001378896],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5157864,"threshold_uncertainty_score":0.9998399,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W110126542","doi":"10.3970/fdmp.2013.009.331","title":"Numerical Simulation of Liquid Phase Diffusion Growthof SiGe Single Crystals under Zero Gravity","year":2013,"lang":"en","type":"article","venue":"FDMP: Fluid Dynamics & Materials Processing","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":3,"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":"Zero gravity; Diffusion; Materials science; Crystal growth; Growth rate; Mechanics; Phase (matter); Thermodynamics; Computational physics; Physics; Geometry; Mathematics","authors":[{"name":"M. Sekhon","is_ca":false},{"name":"N. Armour","is_ca":false},{"name":"S. Dost","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0195946171258205,"gpt":0.2799686904461546,"spread":0.2603740733203341,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005698462,0.0003955547,0.000640051,0.000173134,0.0003210929,0.0004612658,0.0004288846,0.0002136921,0.001204777],"category_scores_gemma":[0.0001626832,0.0003647605,0.00008819812,0.00039624,0.00022137,0.0009977771,0.0001665242,0.00009628949,0.0001459197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258853,"about_ca_system_score_gemma":0.000101057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001278725,"about_ca_topic_score_gemma":0.000002395351,"domain_scores_codex":[0.9968012,0.0002534488,0.001154662,0.0006343428,0.0005757487,0.0005806087],"domain_scores_gemma":[0.9980359,0.0001303126,0.0006835979,0.0004773849,0.0004646166,0.0002082021],"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":[0.0002305513,0.0006209142,0.00002034545,0.0003074891,0.000006668481,0.000001273445,0.0004344171,0.002510053,0.9937255,0.0009461624,0.00002379377,0.001172842],"study_design_scores_gemma":[0.001394891,0.0004726328,0.0004734764,0.0001985517,0.00004926054,0.000008964937,0.0002946161,0.08904036,0.8989865,0.008411334,0.00006547912,0.0006039374],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8487341,0.00007950162,0.1494756,0.0001604642,0.0004093452,0.00054056,0.00008773051,0.0002190152,0.0002936967],"genre_scores_gemma":[0.997049,0.000006921564,0.002139832,0.0001821556,0.0001468476,0.00008007584,0.0001880414,0.0000768632,0.0001302398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.148315,"threshold_uncertainty_score":0.9998804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2247188535","doi":"10.3970/fdmp.2009.005.331","title":"Numerical and Experimental Study of Forced Mixing with Static Magnetic Field on SiGe System","year":2009,"lang":"en","type":"article","venue":"FDMP: Fluid Dynamics & Materials Processing","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":3,"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":"Dissolution; Materials science; Magnetic field; Silicon; Crucible (geodemography); Melt flow index; Micro-pulling-down; Diffusion; Condensed matter physics; Field (mathematics); Liquid metal; Mechanics; Analytical Chemistry (journal); Composite material; Metallurgy; Chemistry; Thermodynamics; Physics","authors":[{"name":"N. Armour","is_ca":false},{"name":"S. Dost","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008713569427429176,"gpt":0.249001859138116,"spread":0.2402882897106868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002571501,0.0002415248,0.0004127741,0.00009112868,0.0001920064,0.0002453444,0.0001943965,0.00005738438,0.00007252234],"category_scores_gemma":[0.00002214289,0.0001964791,0.00001623924,0.0001585824,0.0000502787,0.0002054148,0.00003715347,0.00005361556,0.000008019771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009668091,"about_ca_system_score_gemma":0.00004016478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004221687,"about_ca_topic_score_gemma":0.000002066993,"domain_scores_codex":[0.9982997,0.0001175376,0.000520783,0.000417638,0.0003439146,0.00030041],"domain_scores_gemma":[0.9992822,0.0000542946,0.0002425711,0.0002533981,0.00007316648,0.00009438599],"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":[0.0004358955,0.0004428735,0.0000655453,0.0002570366,0.000004604809,0.000009893414,0.002947874,0.0001471554,0.9940285,0.0008776885,0.000004433318,0.0007785051],"study_design_scores_gemma":[0.002295215,0.009736735,0.001151496,0.0005623139,0.00006041023,0.00004486681,0.01648618,0.017252,0.9517352,0.0001389435,0.000002774297,0.0005338513],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968331,0.000102078,0.001707831,0.00005442778,0.0001306237,0.0005336281,0.000012055,0.0001223344,0.000503897],"genre_scores_gemma":[0.9987136,0.000001193303,0.0009896389,0.0001280415,0.00004469724,0.00004765176,0.000008975086,0.00002688554,0.00003938175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04229328,"threshold_uncertainty_score":0.8012186,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2254557129","doi":"10.3970/fdmp.2009.005.123","title":"Production of Carbon Nanotubes-Nickel Composites on Different Graphite Substrates","year":2009,"lang":"en","type":"article","venue":"FDMP: Fluid Dynamics & Materials Processing","topic":"Carbon Nanotubes in Composites","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Carbon nanotube; Materials science; Graphite; Pyrolytic carbon; Scanning electron microscope; Composite material; Acetylene; Chemical vapor deposition; Transmission electron microscopy; Nickel; Carbon fibers; Highly oriented pyrolytic graphite; Chemical engineering; Nanotechnology; Metallurgy; Chemistry; Organic chemistry; Pyrolysis; Composite number","authors":[{"name":"Munther Issa Kandah","is_ca":false},{"name":"Jean‐Luc Meunier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00916098438000138,"gpt":0.2405232422989403,"spread":0.231362257918939,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005971481,0.0005943879,0.0008862361,0.000383262,0.0002667309,0.0003637685,0.0006224124,0.0002195332,0.00005762957],"category_scores_gemma":[0.0001123441,0.0005240552,0.0001283396,0.0005182207,0.0002773396,0.0003615277,0.000118737,0.000159215,0.00001679481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002289736,"about_ca_system_score_gemma":0.00008640974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000668104,"about_ca_topic_score_gemma":0.0000238739,"domain_scores_codex":[0.9963478,0.0002069271,0.001127613,0.0009175122,0.0007228502,0.0006772407],"domain_scores_gemma":[0.9981756,0.00009801667,0.0005627392,0.000730534,0.0003084107,0.0001246839],"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":[0.0003789415,0.0003666905,0.0005161039,0.0002241387,0.00001308139,0.000007730639,0.0002454539,0.0003704219,0.9947493,0.001501306,0.00001833767,0.001608473],"study_design_scores_gemma":[0.0004310424,0.0004374156,0.004882885,0.0006548635,0.0000755484,0.00003747955,0.00004505301,0.003460071,0.9876059,0.001829358,0.000008527312,0.0005319019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954132,0.0005164621,0.00008730539,0.0003756937,0.002272252,0.0005303517,0.00007263051,0.0003455544,0.000386572],"genre_scores_gemma":[0.9977688,0.00006558018,0.001388019,0.00009586971,0.0003560851,0.00003066437,0.0001150503,0.00006700469,0.0001129412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007143467,"threshold_uncertainty_score":0.9997211,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2226074115","doi":"10.3970/fdmp.2008.004.231","title":"Production of Carbon Nanotubes on Different Monel Substrates","year":2008,"lang":"en","type":"article","venue":"FDMP: Fluid Dynamics & Materials Processing","topic":"Carbon Nanotubes in Composites","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":"McGill University","funders":"","keywords":"Monel; Carbon nanotube; Materials science; Acetylene; Chemical vapor deposition; Carbon fibers; Deposition (geology); Chemical engineering; Composite material; Nanotechnology; Composite number; Organic chemistry; Chemistry","authors":[{"name":"Munther Issa Kandah","is_ca":false},{"name":"Jean‐Luc Meunier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01440209350791625,"gpt":0.2370640834014819,"spread":0.2226619898935657,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000427115,0.0004638581,0.0007225047,0.0002360788,0.0003021204,0.0001603678,0.0004731779,0.0001890154,0.00008056444],"category_scores_gemma":[0.000162332,0.0004052549,0.00008502913,0.0002917807,0.0003794608,0.0003057153,0.0001663896,0.0001200255,0.00002290848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002445021,"about_ca_system_score_gemma":0.0001318688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001482999,"about_ca_topic_score_gemma":0.00002704536,"domain_scores_codex":[0.9969269,0.0001584212,0.0009290349,0.0007665681,0.000667472,0.0005516272],"domain_scores_gemma":[0.9985054,0.0000856312,0.0004266654,0.0006091451,0.0002762746,0.00009694762],"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":[0.0002488072,0.0002382209,0.0009106494,0.0003243959,0.00001069445,0.0000140498,0.0004919505,0.0003476708,0.9966187,0.0004010047,0.00002718899,0.000366595],"study_design_scores_gemma":[0.0003286213,0.0001746108,0.003153754,0.0003590877,0.00003958997,0.00008941565,0.00006102528,0.003265824,0.9915572,0.0005512799,0.000007673199,0.0004119271],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953945,0.000344604,0.00007162109,0.0001320811,0.002898425,0.0004055391,0.00005771114,0.0002805472,0.0004149488],"genre_scores_gemma":[0.9980698,0.00009384135,0.0009563483,0.00003151788,0.0004082175,0.00005858048,0.00005796126,0.00008151912,0.0002421779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005061582,"threshold_uncertainty_score":0.9998399,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2233604321","doi":"10.3970/fdmp.2010.006.203","title":"Effects of Flow Pulsing on Passive Scalar Mixing in a Turbulent Round Jet","year":2010,"lang":"en","type":"article","venue":"FDMP: Fluid Dynamics & Materials Processing","topic":"Aerodynamics and Acoustics in Jet 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":"Royal Military College of Canada","funders":"","keywords":"Strouhal number; Mechanics; Turbulence; Jet (fluid); Physics; Scalar (mathematics); Mixing (physics); Inlet; Optics; Reynolds number; Mathematics; Geology","authors":[{"name":"A. Benaïssa","is_ca":true},{"name":"Ibrahim Yimer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002609424740795352,"gpt":0.1979635914620027,"spread":0.1953541667212073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003853597,0.0004460435,0.0006166078,0.0002680586,0.0001268277,0.0002576168,0.0003451977,0.0003146516,0.00002492238],"category_scores_gemma":[0.0001710766,0.0004416411,0.00007381164,0.0002967487,0.00008929287,0.0002664356,0.00008997062,0.0004486582,0.00001129801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002319885,"about_ca_system_score_gemma":0.00005857588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002951782,"about_ca_topic_score_gemma":0.00009950884,"domain_scores_codex":[0.9978721,0.00004647406,0.0007259129,0.000414163,0.0003364779,0.0006048646],"domain_scores_gemma":[0.9991473,0.0001431165,0.0001610584,0.0003354029,0.0001083029,0.0001048188],"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":[0.00003339043,0.00009748624,0.00007304156,0.001547826,0.00002451101,0.00006898424,0.0003115915,0.04149357,0.9433621,0.0006554845,0.00001712615,0.01231491],"study_design_scores_gemma":[0.0005525894,0.00004605781,0.0009474707,0.0008847871,0.000040607,0.00002007266,0.00003490638,0.8221579,0.1737497,0.001098996,0.00002445121,0.0004425373],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802596,0.0001465154,0.01675549,0.00004533902,0.001912261,0.0003787646,0.00005060862,0.0001927422,0.0002586775],"genre_scores_gemma":[0.9892464,0.00005289886,0.010098,0.00004060503,0.0002784374,0.00004863891,0.00007321697,0.0001402932,0.00002155022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7806643,"threshold_uncertainty_score":0.9998035,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}