{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"5541405deb1e","filters":{"venue":"ASME 2009 Second International Conference on Micro/Nanoscale Heat and Mass Transfer, Volume 2"}},"results":[{"id":"W2015645638","doi":"10.1115/mnhmt2009-18473","title":"Effects of the Fractal Prefactor on the Optical Properties of Fractal Soot Aggregates","year":2009,"lang":"en","type":"article","venue":"ASME 2009 Second International Conference on Micro/Nanoscale Heat and Mass Transfer, Volume 2","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":10,"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","funders":"","keywords":"Fractal dimension; Fractal; Scattering; Physics; Rayleigh scattering; Mie scattering; Fractal derivative; Light scattering; Mathematical analysis; Mathematics; Optics; Fractal analysis","authors":[{"name":"Fengshan Liu","is_ca":true},{"name":"David R. Snelling","is_ca":true},{"name":"Gregory J. Smallwood","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009752767997770256,"gpt":0.2034195883382676,"spread":0.1936668203404973,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009680033,0.000233854,0.000248407,0.000005624283,0.0001213989,0.00004376898,0.0004373694,0.000122435,0.003207937],"category_scores_gemma":[0.00002900834,0.0001339083,0.0001396221,0.00007826535,0.000479497,0.0001540256,0.00004407251,0.0002843759,0.00004257454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004268984,"about_ca_system_score_gemma":0.00003036143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007419963,"about_ca_topic_score_gemma":0.00003187161,"domain_scores_codex":[0.9986436,0.00006357187,0.0003220527,0.0003139386,0.0004124497,0.0002444382],"domain_scores_gemma":[0.9995563,0.00007211589,0.00005258212,0.000205454,0.00003653975,0.00007703064],"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":[0.0001925808,0.0003105763,0.005428093,0.00002341114,0.0000388145,0.000002130095,0.0003666159,0.00001819871,0.9853795,0.002722838,0.0005419324,0.004975362],"study_design_scores_gemma":[0.0007090073,0.000844338,0.1618488,0.0002319373,0.00003231091,0.000007152514,0.0001467867,0.001247266,0.8314057,0.0008203964,0.002452652,0.0002536737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983694,0.0001674787,0.0001381423,0.002513478,0.0002016837,0.000387088,0.00003759453,0.00001306915,0.0128475],"genre_scores_gemma":[0.9962456,0.0001470351,0.00007066608,0.0006752227,0.00003782296,0.00001549722,0.000003217994,0.00001163627,0.002793302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1564207,"threshold_uncertainty_score":0.9977033,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2036303768","doi":"10.1115/mnhmt2009-18010","title":"Experimental Investigation of Flow Boiling Heat Transfer Characteristics of FC-72 in Cross-Linked Microchannel Heat Sinks Using Thermochromatic Liquid Crystals","year":2009,"lang":"en","type":"article","venue":"ASME 2009 Second International Conference on Micro/Nanoscale Heat and Mass Transfer, Volume 2","topic":"Heat Transfer and Optimization","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":"Concordia University","funders":"","keywords":"Nucleate boiling; Microchannel; Heat transfer coefficient; Heat sink; Heat flux; Boiling; Critical heat flux; Thermodynamics; Heat transfer; Materials science; Hydraulic diameter; Mass flux; Mechanics; Chemistry; Physics","authors":[{"name":"Ayman Megahed","is_ca":true},{"name":"Ibrahim Hassan","is_ca":true},{"name":"Kristina J. Cook","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01936751458014716,"gpt":0.2489808087778188,"spread":0.2296132941976717,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002224117,0.0004389259,0.0006618454,0.0003639561,0.00008166696,0.00009090346,0.0002510428,0.0003336637,0.0007364578],"category_scores_gemma":[0.000007400661,0.0004801833,0.0001599028,0.0002049171,0.0001799263,0.0004856333,0.000008953224,0.0003323395,0.000004905484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297865,"about_ca_system_score_gemma":0.00008818026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005531134,"about_ca_topic_score_gemma":0.00002956221,"domain_scores_codex":[0.9976148,0.00007726327,0.001131579,0.0004262977,0.0003143283,0.0004357268],"domain_scores_gemma":[0.999377,0.00004420994,0.00001278762,0.0002071974,0.0002019023,0.0001568675],"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":[0.0003262105,0.0001338934,0.0005217885,0.0001969044,0.00005608991,0.000005834457,0.001839202,0.006077129,0.9903796,0.0001502492,0.00001090824,0.0003021325],"study_design_scores_gemma":[0.001570744,0.0007053355,0.004885036,0.0005652809,0.00003326406,0.00001830542,0.000180104,0.1830513,0.808445,0.00009074308,0.00002506354,0.0004298096],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672706,0.0005202838,0.03001073,0.0001293308,0.0003361062,0.0004788978,0.000490182,0.00006830824,0.0006955695],"genre_scores_gemma":[0.9977664,0.0004421459,0.001134492,0.0001660414,0.00007219033,0.00001670041,0.0003014058,0.00004991408,0.00005075131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1819347,"threshold_uncertainty_score":0.999765,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2068402528","doi":"10.1115/mnhmt2009-18268","title":"Dynamic Condensation Modelling in PEMFC GDL","year":2009,"lang":"en","type":"article","venue":"ASME 2009 Second International Conference on Micro/Nanoscale Heat and Mass Transfer, Volume 2","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Nucleation; Saturation (graph theory); Proton exchange membrane fuel cell; Condensation; Electrolyte; Materials science; Membrane; Porosity; Chemical engineering; Thermodynamics; Chemistry; Chemical physics; Composite material; Physical chemistry; Engineering; Physics; Electrode","authors":[{"name":"James Hinebaugh","is_ca":true},{"name":"Aimy Bazylak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01141822688736644,"gpt":0.2169586161470893,"spread":0.2055403892597229,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000119298,0.000282066,0.0002993998,0.000224373,0.00005453545,0.0001344501,0.000182065,0.000251235,0.001781318],"category_scores_gemma":[0.000002348468,0.0002876846,0.00007027471,0.00008682516,0.00004681083,0.0002570659,0.000006595707,0.0003126723,0.00009795994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009019275,"about_ca_system_score_gemma":0.00002656247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002631843,"about_ca_topic_score_gemma":0.00005241754,"domain_scores_codex":[0.9986706,0.00002862932,0.0004551794,0.0003401685,0.0001782989,0.0003271489],"domain_scores_gemma":[0.9996586,0.00001796104,0.00001518643,0.0001378804,0.00007171545,0.00009865458],"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":[0.0001419946,0.0001267686,0.0001585492,0.0001787313,0.00007142883,0.00003649303,0.0004959294,0.0396123,0.9529614,0.003409428,0.0005718297,0.002235072],"study_design_scores_gemma":[0.002149472,0.000291381,0.001513229,0.0002906107,0.00002791666,0.00003366311,0.0001266465,0.9406123,0.03655878,0.007712839,0.009937125,0.0007460801],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485644,0.001581738,0.006550404,0.0007840173,0.001118061,0.000328035,0.0001691134,0.0001603703,0.04074387],"genre_scores_gemma":[0.9918531,0.004560109,0.0005332629,0.000226186,0.00004713674,0.00001194075,0.0001259943,0.00002818326,0.002614042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9164027,"threshold_uncertainty_score":0.9999575,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}