{"meta":{"query_hash":"fbe5fb8653d0","filters":{"venue":"Nanoscale and Microscale Thermophysical Engineering"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/fbe5fb8653d0","api":"https://metacan.xera.ac/api/v1/cohort?venue=Nanoscale+and+Microscale+Thermophysical+Engineering"},"results":[{"id":"W1672066343","doi":"10.1080/15567265.2015.1045640","title":"Advances in Studying Phonon Mean Free Path Dependent Contributions to Thermal Conductivity","year":2015,"lang":"en","type":"article","venue":"Nanoscale and Microscale Thermophysical Engineering","topic":"Thermal properties of materials","field":"Materials Science","cited_by":68,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Division of Chemical, Bioengineering, Environmental, and Transport Systems; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Thermal conductivity; Mean free path; Materials science; Phonon; Thermal conduction; Thermal; Thermal conductivity measurement; Condensed matter physics; Thermodynamics; Optics; Composite material; Physics; Scattering","score_opus":0.012730546069535907,"score_gpt":0.24034703399467086,"score_spread":0.22761648792513495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1672066343","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19447142,0.23866507,0.5265093,0.001625312,0.0009851155,0.000184275,0.0004319708,0.00057929795,0.03654827],"genre_scores_gemma":[0.54023266,0.22858027,0.22338377,0.000403282,0.00084300723,0.00038327355,0.000387359,0.00025442123,0.005531934],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99932563,0.0001238559,0.000035192475,0.00021087755,0.00025236694,0.00005214824],"domain_scores_gemma":[0.99756765,0.001588116,0.00016192271,0.00023370613,0.00041014803,0.000038492268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016979584,0.001127195,0.001063634,0.0014628905,0.00047330424,0.001084697,0.0009383167,0.000906669,0.0019491183],"category_scores_gemma":[0.0026262477,0.00064780255,0.0008960582,0.0013992464,0.0012256223,0.0039364374,0.0009659754,0.0026816856,0.0005953571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013901982,0.0002764942,0.0025924633,0.006999067,0.00013387944,0.00030060712,0.0007458035,0.023115713,0.7166789,0.10871338,0.0013500212,0.1389546],"study_design_scores_gemma":[0.000031553896,0.00055719155,0.0067335595,0.0005175297,0.00022433982,0.0011056946,0.00035001125,0.14720069,0.697626,0.069752544,0.07563957,0.00026130263],"about_ca_topic_score_codex":0.0005712449,"about_ca_topic_score_gemma":0.00058130187,"teacher_disagreement_score":0.0019491183,"about_ca_system_score_codex":0.00082972087,"about_ca_system_score_gemma":0.00067489507,"threshold_uncertainty_score":0.008979738},"labels":[],"label_agreement":null},{"id":"W2009498681","doi":"10.1080/15567260902827909","title":"Thermal Conductivity Measurements and Modeling of Phase-Change Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub>Materials","year":2009,"lang":"en","type":"article","venue":"Nanoscale and Microscale Thermophysical Engineering","topic":"Phase-change materials and chalcogenides","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Materials science; Thermal conductivity; Phase-change memory; Chalcogenide; Phase-change material; Amorphous solid; Flash memory; Joule heating; Thermal; Phase change; Optoelectronics; Electrical resistivity and conductivity; Engineering physics; Nanotechnology; Thermodynamics; Composite material; Layer (electronics); Computer science; Electrical engineering; Crystallography","score_opus":0.04187110398034662,"score_gpt":0.25064594025415987,"score_spread":0.20877483627381324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009498681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96401876,0.00025403523,0.03198815,0.00008154543,0.000010033297,0.00002849628,0.00040167634,0.00032388422,0.002893478],"genre_scores_gemma":[0.99490875,0.000103619706,0.004229908,0.0000050487906,0.0000013001235,0.000027387841,0.00016260584,0.000019712146,0.0005416273],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99984956,0.00002645227,0.000010843583,0.000035975598,0.000060094117,0.000017119164],"domain_scores_gemma":[0.99982244,0.00006853117,0.000021062486,0.000032043397,0.00005020326,0.000005778528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020639945,0.00039610028,0.00027856906,0.0002803927,0.00018981204,0.00026720346,0.00035707376,0.00041806456,0.00081907853],"category_scores_gemma":[0.0006512266,0.0002578097,0.00024905152,0.00041913116,0.00029572696,0.0004962291,0.00014933007,0.00018417735,0.00025613606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003199646,0.00007251644,0.005921494,0.00012631073,0.000026044125,0.00016872305,0.00024145699,0.11177611,0.86764276,0.0015775184,0.00034153814,0.011785493],"study_design_scores_gemma":[0.000012940309,0.00012997618,0.0044041234,0.0000073427605,0.000014485439,0.00011123719,0.00007238935,0.47326112,0.52031326,0.0004609084,0.0011968116,0.000015415935],"about_ca_topic_score_codex":0.0010521986,"about_ca_topic_score_gemma":0.0010843049,"teacher_disagreement_score":0.0010521986,"about_ca_system_score_codex":0.00045688607,"about_ca_system_score_gemma":0.0001923254,"threshold_uncertainty_score":0.003314972},"labels":[],"label_agreement":null},{"id":"W2090871668","doi":"10.1080/15567265.2012.655850","title":"Pressure Drop for Subsonic Gas Flow in Microchannels and Nanochannels","year":2012,"lang":"en","type":"article","venue":"Nanoscale and Microscale Thermophysical Engineering","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Pressure drop; Mechanics; Materials science; Mach number; Flow (mathematics); Slip (aerodynamics); Isothermal process; Thermodynamics; Physics","score_opus":0.01119038175336947,"score_gpt":0.2412236172539138,"score_spread":0.23003323550054433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090871668","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6337039,0.0026189561,0.35390598,0.0003342701,0.00011907015,0.00007585888,0.0003309314,0.00095465424,0.00795645],"genre_scores_gemma":[0.9865589,0.0006353776,0.011140988,0.0000274447,0.000014912888,0.000030492813,0.000056697838,0.000033447926,0.0015015884],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998504,0.00001729026,0.000005475663,0.000039368042,0.00006502819,0.000022340842],"domain_scores_gemma":[0.99983394,0.00011024645,0.000018656965,0.000010243169,0.000020646909,0.00000620614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015934282,0.00027420567,0.00034697083,0.0003043404,0.00020543995,0.00032199692,0.00044480315,0.00045130934,0.0005525263],"category_scores_gemma":[0.00061966147,0.00015105518,0.0002761305,0.00019368962,0.00048811507,0.0006483998,0.00024982184,0.00036961905,0.000113041686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019230148,0.0001313879,0.0035579936,0.00034830684,0.000017806737,0.00046344879,0.00026709356,0.5036885,0.41931543,0.027976554,0.0012996168,0.042741552],"study_design_scores_gemma":[0.0000037839525,0.00003605441,0.000522585,0.0000037345753,0.0000023532523,0.000051510877,0.000011100145,0.96105874,0.036300857,0.0012625926,0.0007375986,0.000009061584],"about_ca_topic_score_codex":0.0021221298,"about_ca_topic_score_gemma":0.00096837763,"teacher_disagreement_score":0.0021221298,"about_ca_system_score_codex":0.0005563863,"about_ca_system_score_gemma":0.00036626973,"threshold_uncertainty_score":0.004219532},"labels":[],"label_agreement":null}]}