{"meta":{"query_hash":"ea3c5abe2e8b","filters":{"venue":"Journal of Nanofluids"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/ea3c5abe2e8b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Nanofluids"},"results":[{"id":"W3191945268","doi":"10.1166/jon.2021.1769","title":"Blood Flow Mediated Hybrid Nanoparticles in Human Arterial System: Recent Research, Development and Applications","year":2021,"lang":"en","type":"article","venue":"Journal of Nanofluids","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ford Motor Company (Canada)","funders":"","keywords":"Drug delivery; Nanofluid; Materials science; Blood flow; Nanoparticle; Nanotechnology; Biomedical engineering; Medicine; Cardiology","score_opus":0.025534764231783337,"score_gpt":0.2620953686724983,"score_spread":0.23656060444071494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3191945268","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":[0.9931564,0.0047447374,0.0010392201,0.0001180341,0.00026576023,0.00015431938,0.000007755013,0.00003905603,0.0004747559],"genre_scores_gemma":[0.9968549,0.0013561754,0.0013773639,0.0000150860815,0.00029987167,0.000032063017,0.000008546146,0.000027855089,0.000028155448],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983753,0.00009725159,0.00068436336,0.00013509252,0.00039338533,0.00031459494],"domain_scores_gemma":[0.9992669,0.000080840946,0.000020636691,0.00014227431,0.0003164441,0.00017287093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007364249,0.0001254182,0.00028774524,0.0002654704,0.000115437,0.00006559559,0.00012902336,0.000071090355,0.00005417706],"category_scores_gemma":[0.000027663598,0.00011789272,0.00004114858,0.00038858844,0.000040828858,0.00012723949,0.000024803774,0.00027885943,0.000012999436],"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":[0.000019141506,0.00014206863,0.00024962402,0.00015901044,0.000076598466,0.00029398146,0.0003276045,0.000076547956,0.9926803,0.0004637188,0.000905558,0.0046058376],"study_design_scores_gemma":[0.0017803425,0.00008553688,0.0012976472,0.0002754333,0.00003590034,0.0003895327,0.00022868221,0.0002288481,0.93937975,0.00007720025,0.056048818,0.00017228218],"about_ca_topic_score_codex":0.0000022895942,"about_ca_topic_score_gemma":0.00002095319,"teacher_disagreement_score":0.05514326,"about_ca_system_score_codex":0.0001474188,"about_ca_system_score_gemma":0.00018264724,"threshold_uncertainty_score":0.48075256},"labels":[],"label_agreement":null},{"id":"W4309140415","doi":"10.1166/jon.2023.1918","title":"Forced Convection of Nanofluid-Microencapsulated Phase Change Material Mixtures in Mini-Channels: Importance of the Mini-Channel Height","year":2022,"lang":"en","type":"article","venue":"Journal of Nanofluids","topic":"Phase Change Materials Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nanofluid; Materials science; Laminar flow; Thermodynamics; Buoyancy; Flow (mathematics); Phase (matter); Volume (thermodynamics); Phase-change material; Mechanics; Distilled water; Thermal energy storage; Phase change; Nanotechnology; Chemistry; Nanoparticle; Physics","score_opus":0.034992790140343684,"score_gpt":0.2793956794701371,"score_spread":0.24440288932979343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309140415","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":[0.9927947,0.0022307714,0.000033854776,0.0001701593,0.003965019,0.00044291138,0.0002807323,0.000021194333,0.000060674844],"genre_scores_gemma":[0.99898005,0.00034762337,0.00003762655,0.000044560995,0.000411769,0.000052048737,0.000015436612,0.000056622546,0.000054291515],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99719644,0.00025580637,0.001263548,0.000169401,0.0007072434,0.00040754254],"domain_scores_gemma":[0.9988226,0.00007070883,0.00046361587,0.00031800006,0.00023025692,0.00009477566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009889472,0.00024717028,0.0006503921,0.0005457035,0.000083153376,0.000024935825,0.0006168378,0.00011902361,0.00057665515],"category_scores_gemma":[0.00009061068,0.00020023779,0.00023400586,0.0007204589,0.00009603237,0.00025241298,0.00018289346,0.00031184615,0.0000011208948],"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":[0.0006679366,0.00023485563,0.00013957187,0.00022186337,0.00009879325,0.00007080123,0.0018123211,0.0004452678,0.9936335,0.000014163099,0.0024915405,0.00016936168],"study_design_scores_gemma":[0.0030664927,0.0007064422,0.00031637494,0.0001672307,0.000034645687,0.00022415204,0.0003412118,0.0014770398,0.9919602,0.00014693249,0.0013765326,0.00018270544],"about_ca_topic_score_codex":0.000064299806,"about_ca_topic_score_gemma":0.000010274972,"teacher_disagreement_score":0.006185338,"about_ca_system_score_codex":0.0002653555,"about_ca_system_score_gemma":0.00009438033,"threshold_uncertainty_score":0.816546},"labels":[],"label_agreement":null},{"id":"W4320526982","doi":"10.1166/jon.2023.1954","title":"Thermo-Hydraulic Performance of Mini Channels in the Presence of Nanoparticles Phase Change Material Slab","year":2023,"lang":"en","type":"article","venue":"Journal of Nanofluids","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Microchannel; Materials science; Mechanics; Reynolds number; Nanofluid; Slab; Phase-change material; Flow (mathematics); Volumetric flow rate; Phase (matter); Finite element method; Hydraulic diameter; Thermodynamics; Heat transfer; Phase change; Physics; Structural engineering; Engineering","score_opus":0.07098488619016377,"score_gpt":0.31460903267576634,"score_spread":0.24362414648560257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320526982","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":[0.9982633,0.00046482251,0.0000046228392,0.00017886996,0.00075910543,0.00020219071,0.000038206905,0.00001807515,0.00007078993],"genre_scores_gemma":[0.99848735,0.0010316337,0.000022180353,0.000015435078,0.00038194735,0.000023088252,0.0000025033496,0.000022764058,0.000013102536],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99842095,0.00011875089,0.0005855683,0.00007496065,0.00049288204,0.00030688857],"domain_scores_gemma":[0.9993797,0.00012182276,0.00012750253,0.0002099202,0.00010959729,0.000051441064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011881139,0.00012291444,0.00033206743,0.00034378938,0.000022408109,0.00002629676,0.0005084522,0.00006247885,0.00010762527],"category_scores_gemma":[0.000080217644,0.00008447093,0.00006878083,0.00062116364,0.00007745813,0.0002882188,0.000060747087,0.0001138465,0.000011339865],"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":[0.00021321238,0.0000923035,0.00013639666,0.0002813004,0.000025469644,0.00004885891,0.0035680775,0.000265922,0.9918834,0.000007967262,0.000880149,0.00259694],"study_design_scores_gemma":[0.0010184296,0.00057669514,0.0015817785,0.0002386128,0.000010974938,0.00003965451,0.00025354733,0.0056040157,0.9899858,0.000033883007,0.0005749438,0.00008166584],"about_ca_topic_score_codex":0.00001586438,"about_ca_topic_score_gemma":0.0000017154699,"teacher_disagreement_score":0.0053380937,"about_ca_system_score_codex":0.000030444226,"about_ca_system_score_gemma":0.000029006489,"threshold_uncertainty_score":0.34446245},"labels":[],"label_agreement":null},{"id":"W4394062496","doi":"10.1166/jon.2024.2139","title":"Use of Nanofluid in Multiple Channels Toward Cooling Lithium-Ion Battery","year":2024,"lang":"en","type":"article","venue":"Journal of Nanofluids","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nanofluid; Materials science; Battery (electricity); Lithium-ion battery; Lithium (medication); Ion; Nuclear engineering; Thermodynamics; Nanotechnology; Chemistry; Engineering; Nanoparticle; Medicine; Physics","score_opus":0.054922205282370705,"score_gpt":0.28320576037493084,"score_spread":0.22828355509256013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394062496","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":[0.9643015,0.0067577106,0.026489353,0.0003396279,0.0017223525,0.00014201553,0.000017397442,0.00017411659,0.000055875207],"genre_scores_gemma":[0.994502,0.002509865,0.002613791,0.000022815306,0.00018595417,0.000006036898,0.0000017743383,0.00005544001,0.00010229739],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982184,0.000040767427,0.0007972384,0.00014988381,0.00041804876,0.00037561782],"domain_scores_gemma":[0.9990555,0.0004304902,0.000062377745,0.00022612848,0.00015213505,0.00007338585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042469922,0.000187082,0.00040197096,0.0010110805,0.000019404122,0.00007513304,0.0003547877,0.0001841081,0.000048095306],"category_scores_gemma":[0.0004062982,0.00016354787,0.00015816314,0.0007266229,0.000075398886,0.00078482565,0.00009975147,0.0006465379,0.000022626862],"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":[0.00007930683,0.0000432722,0.0015498243,0.00043126603,0.00009020642,0.00043834653,0.00037472066,0.029436836,0.94556606,0.00004141945,0.005151874,0.016796872],"study_design_scores_gemma":[0.0004724668,0.00029834913,0.0010457423,0.0013627385,0.000016734037,0.0002349137,0.00018034109,0.04527886,0.9208132,0.00025325172,0.029778233,0.00026516197],"about_ca_topic_score_codex":0.000009241857,"about_ca_topic_score_gemma":0.0000018709684,"teacher_disagreement_score":0.030200476,"about_ca_system_score_codex":0.00024794918,"about_ca_system_score_gemma":0.000060780294,"threshold_uncertainty_score":0.6669289},"labels":[],"label_agreement":null}]}