{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":20,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":20,"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":"180ec18fe19f","filters":{"venue":"Lawrence Berkeley National Laboratory"}},"results":[{"id":"W302791206","doi":"","title":"Electron energy spectra, fluxes, and day-night asymmetries of boron-8 solar neutrinos from the 391-day salt phase sno data set","year":2005,"lang":"en","type":"article","venue":"Lawrence Berkeley National Laboratory","topic":"Neutrino Physics Research","field":"Physics and Astronomy","cited_by":115,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Physics; Boron; Analytical Chemistry (journal); Crystallography; Stereochemistry; Chemistry; Nuclear physics","authors":[{"name":"B. Aharmim","is_ca":false},{"name":"S. N. Ahmed","is_ca":false},{"name":"A. E. Anthony","is_ca":false},{"name":"E. W. Beier","is_ca":false},{"name":"A. Bellerive","is_ca":false},{"name":"M. Bergevin","is_ca":false},{"name":"S. D. Biller","is_ca":false},{"name":"J. Boger","is_ca":false},{"name":"M. G. Boulay","is_ca":false},{"name":"M. G. Bowler","is_ca":false},{"name":"T. V. Bullard","is_ca":false},{"name":"Y. D. Chan","is_ca":false},{"name":"M. Chen","is_ca":false},{"name":"X. Chen","is_ca":false},{"name":"B. T. Cleveland","is_ca":false},{"name":"G. A. Cox","is_ca":false},{"name":"C. Currat","is_ca":false},{"name":"X. Dai","is_ca":false},{"name":"F. Dalnoki‐Veress","is_ca":false},{"name":"Huiqiu Deng","is_ca":false},{"name":"P. J. Doe","is_ca":false},{"name":"R.S. Dosanjh","is_ca":false},{"name":"G. Doucas","is_ca":false},{"name":"C. A. Duba","is_ca":false},{"name":"F. A. Duncan","is_ca":false},{"name":"M. Dunford","is_ca":false},{"name":"J.A. Dunmore","is_ca":false},{"name":"E. D. Earle","is_ca":false},{"name":"S. R. Elliott","is_ca":false},{"name":"H. C. Evans","is_ca":false},{"name":"G. T. Ewan","is_ca":false},{"name":"J. Farine","is_ca":false},{"name":"H. Fergani","is_ca":false},{"name":"F. Fleurot","is_ca":false},{"name":"J. A. Formaggio","is_ca":false},{"name":"K. C. Frame","is_ca":false},{"name":"W. Frati","is_ca":false},{"name":"B.G. Fulsom","is_ca":false},{"name":"N. Gagnon","is_ca":false},{"name":"K. Graham","is_ca":false},{"name":"D. R. Grant","is_ca":false},{"name":"R. L. Hahn","is_ca":false},{"name":"J. C. Hall","is_ca":false},{"name":"A. L. Hallin","is_ca":false},{"name":"E. D. Hallman","is_ca":false},{"name":"W. B. Handler","is_ca":false},{"name":"C. K. Hargrove","is_ca":false},{"name":"P. J. Harvey","is_ca":false},{"name":"R. Hazama","is_ca":false},{"name":"K. M. Heeger","is_ca":false},{"name":"L. Heelan","is_ca":false},{"name":"W. J. Heintzelman","is_ca":false},{"name":"J. Heise","is_ca":false},{"name":"R. L. Helmer","is_ca":false},{"name":"R.J. Hemingway","is_ca":false},{"name":"A. Hime","is_ca":false},{"name":"C. Howard","is_ca":false},{"name":"Howe","is_ca":false},{"name":"M. Huang","is_ca":false},{"name":"P. Jagam","is_ca":false},{"name":"N.A. Jelley","is_ca":false},{"name":"J. Klein","is_ca":false},{"name":"L. L. Kormos","is_ca":false},{"name":"A. Krüger","is_ca":false},{"name":"C. Kraus","is_ca":false},{"name":"C. B. Krauss","is_ca":false},{"name":"A. V. Krumins","is_ca":false},{"name":"T. Kutter","is_ca":false},{"name":"Christopher C. M. Kyba","is_ca":false},{"name":"H. Labranche","is_ca":false},{"name":"R. Lange","is_ca":false},{"name":"J. Law","is_ca":false},{"name":"I. Lawson","is_ca":false},{"name":"K. T. Lesko","is_ca":false},{"name":"J. R. Leslie","is_ca":false},{"name":"I. Levine","is_ca":false},{"name":"J. C. Loach","is_ca":false},{"name":"S. Luoma","is_ca":false},{"name":"R. MacLellan","is_ca":false},{"name":"Steve Majerus","is_ca":false},{"name":"H.‐B. Mak","is_ca":false},{"name":"J. Maneira","is_ca":false},{"name":"A. D. Marino","is_ca":false},{"name":"N. McCauley","is_ca":false},{"name":"A. B. McDonald","is_ca":false},{"name":"S. McGee","is_ca":false},{"name":"G. McGregor","is_ca":false},{"name":"C. Mifflin","is_ca":false},{"name":"K. K. S. Miknaitis","is_ca":false},{"name":"B. A. Moffat","is_ca":false},{"name":"C. W. Nally","is_ca":false},{"name":"Neubauer","is_ca":false},{"name":"B. G. Nickel","is_ca":false},{"name":"A. J. Noble","is_ca":false},{"name":"E. B. Norman","is_ca":false},{"name":"N. S. Oblath","is_ca":false},{"name":"C. Okada","is_ca":false},{"name":"R. W. Ollerhead","is_ca":false},{"name":"J. L. Orrell","is_ca":false},{"name":"S. M. Oser","is_ca":false},{"name":"C. Ouellet","is_ca":false},{"name":"S. J. M. Peeters","is_ca":false},{"name":"A. W. P. Poon","is_ca":false},{"name":"K. Rielage","is_ca":false},{"name":"B.C. Robertson","is_ca":false},{"name":"R. G. H. Robertson","is_ca":false},{"name":"E. Rollin","is_ca":false},{"name":"S.S.E. Rosendahl","is_ca":false},{"name":"Vadim Rusu","is_ca":false},{"name":"M. H. Schwendener","is_ca":false},{"name":"S. R. Seibert","is_ca":false},{"name":"O. Simard","is_ca":false},{"name":"J. J. Simpson","is_ca":false},{"name":"C. J. Sims","is_ca":false},{"name":"D. Sinclair","is_ca":false},{"name":"P. Skensved","is_ca":false},{"name":"M. W. E. Smith","is_ca":false},{"name":"N. Starinsky","is_ca":false},{"name":"R. G. Stokstad","is_ca":false},{"name":"L. C. Stonehill","is_ca":false},{"name":"R. Tafirout","is_ca":false},{"name":"Y. Takeuchi","is_ca":false},{"name":"G. Tešić","is_ca":false},{"name":"M. Thomson","is_ca":false},{"name":"M. Thorman","is_ca":false},{"name":"T. Tsui","is_ca":false},{"name":"R Van","is_ca":false},{"name":"van den Berg","is_ca":false},{"name":"de Water","is_ca":false},{"name":"C. J. Virtue","is_ca":false},{"name":"B. L. Wall","is_ca":false},{"name":"D. Waller","is_ca":false},{"name":"Chris Waltham","is_ca":false},{"name":"H. Wan","is_ca":false},{"name":"Chan Tseung","is_ca":false},{"name":"D. L. Wark","is_ca":false},{"name":"J. Wendland","is_ca":false},{"name":"N. West","is_ca":false},{"name":"J. F. Wilkerson","is_ca":false},{"name":"J. R. Wilson","is_ca":false},{"name":"P. Wittich","is_ca":false},{"name":"J.M. Wouters","is_ca":false},{"name":"A. Wright","is_ca":false},{"name":"M. Yeh","is_ca":false},{"name":"Κ. Zuber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02152311746330695,"gpt":0.3097519525630277,"spread":0.2882288350997208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003648709,0.0003595494,0.0002655486,0.001229129,0.0004185568,0.0004855313,0.0004298689,0.0003298837,0.001957909],"category_scores_gemma":[0.0006856083,0.0002278053,0.0003768444,0.001610697,0.0001362854,0.0002838761,0.0004520477,0.000236585,0.001254516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002754973,"about_ca_system_score_gemma":0.0002406445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0157905,"about_ca_topic_score_gemma":0.04159385,"domain_scores_codex":[0.9998474,0.00001615999,0.00001526662,0.00003519021,0.00005891323,0.00002710131],"domain_scores_gemma":[0.9996461,0.00007774299,0.00008072035,0.00007009201,0.00008133949,0.00004398595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002442515,0.0002791269,0.813879,0.0004707255,0.0006801853,0.0009811437,0.0005298706,0.0104544,0.0438986,0.001416697,0.06687865,0.05808906],"study_design_scores_gemma":[0.00009489158,0.00005228311,0.9536681,0.00004499784,0.0001173944,0.0003663934,0.0002126189,0.006602801,0.007076701,0.0005276611,0.03117683,0.00005940254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114575,0.0005288532,0.0004403413,0.0001887285,0.0000555197,0.00001309734,0.08249541,0.0002720141,0.004548611],"genre_scores_gemma":[0.7912271,0.0003690721,0.001122659,0.0000607708,0.00003990725,0.00002098487,0.2050973,0.0001571779,0.001905128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0157905,"threshold_uncertainty_score":0.03139716,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2900400407","doi":"","title":"Understanding the cost of power interruptions to U.S. electricity consumers","year":2004,"lang":"en","type":"article","venue":"Lawrence Berkeley National Laboratory","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Blackout; Electricity; Reliability (semiconductor); Electric power industry; Reliability engineering; Quality (philosophy); Computer science; Environmental economics; Electricity market; Electric power system; Power (physics); Electricity generation; Business; Risk analysis (engineering); Economics; Engineering; Electrical engineering","authors":[{"name":"Kristina Hamachi LaCommare","is_ca":false},{"name":"Joseph H. Eto","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03548939390424717,"gpt":0.251232083713723,"spread":0.2157426898094758,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00126352,0.0004454419,0.0002819123,0.001629194,0.0004384311,0.001831579,0.0007709864,0.001255927,0.002973255],"category_scores_gemma":[0.007704843,0.0003136733,0.0006202065,0.001658934,0.0004938542,0.002852597,0.0007532204,0.001247566,0.0002481395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003730889,"about_ca_system_score_gemma":0.001208121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05941207,"about_ca_topic_score_gemma":0.04527462,"domain_scores_codex":[0.9993,0.0002526249,0.0000393001,0.00009357154,0.0001629991,0.0001515173],"domain_scores_gemma":[0.9969947,0.001679115,0.0005568675,0.0001461318,0.0005009029,0.0001222502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002598113,0.0002916764,0.1724976,0.0001675633,0.0001765961,0.0005635223,0.0008533616,0.4727192,0.0008265509,0.2464084,0.01878768,0.08644795],"study_design_scores_gemma":[0.00003837848,0.0002622911,0.1850468,0.0001654347,0.0002378483,0.0004879896,0.003211153,0.6627529,0.001000076,0.1300378,0.0166338,0.0001254933],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8848989,0.002224872,0.04115291,0.009052156,0.00009062291,0.0001578458,0.004463742,0.0001680149,0.05779094],"genre_scores_gemma":[0.9931931,0.0008958151,0.003198677,0.0001755828,0.00003012629,0.00003174296,0.00083749,0.00001308147,0.001624471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05941207,"threshold_uncertainty_score":0.1181325,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2418520030","doi":"10.2172/1397235","title":"Benefits of Leapfrogging to Superefficiency and Low Global Warming Potential Refrigerants in Room Air Conditioning","year":2015,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Refrigerant; Montreal Protocol; Air conditioning; Greenhouse gas; Efficient energy use; Environmental science; Global warming; Ozone layer; Refrigeration; Meteorology; Environmental engineering; Waste management; Engineering; Ozone; Climate change; Electrical engineering","authors":[{"name":"Nihar Shah","is_ca":false},{"name":"Max Wei","is_ca":false},{"name":"Virginie Letschert","is_ca":false},{"name":"Amol Phadke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01688900854940305,"gpt":0.2670162812467512,"spread":0.2501272726973481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007626169,0.0003911565,0.0001889657,0.0004431746,0.0002665821,0.001084984,0.0005895793,0.0007801184,0.005633355],"category_scores_gemma":[0.002449261,0.0001718638,0.000684825,0.0005802081,0.0005976332,0.001625777,0.0008437583,0.0007795406,0.0006551129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356711,"about_ca_system_score_gemma":0.001530214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01089143,"about_ca_topic_score_gemma":0.01354609,"domain_scores_codex":[0.9992859,0.0001951406,0.00002198466,0.00009158136,0.0001699054,0.0002354813],"domain_scores_gemma":[0.9983909,0.0004567991,0.000499353,0.0001320091,0.0003817333,0.0001392614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00208635,0.001199002,0.2252804,0.001747752,0.0007025966,0.001721277,0.0005273439,0.196962,0.06613494,0.140617,0.01546771,0.3475536],"study_design_scores_gemma":[0.0004417383,0.00293092,0.62845,0.000683403,0.0009266313,0.001583898,0.002620444,0.0908935,0.06393605,0.07142639,0.1358451,0.000262005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9145304,0.002471301,0.01687222,0.004385991,0.0001124943,0.0001290371,0.001783061,0.0003389529,0.05937649],"genre_scores_gemma":[0.994505,0.0003769119,0.002801758,0.0003582644,0.00002544382,0.00002823067,0.0003000622,0.00001049533,0.001593666],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01089143,"threshold_uncertainty_score":0.0216561,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2968699315","doi":"10.2172/1559243","title":"Benefits of Energy Efficient and Low-Global Warming Potential Refrigerant Cooling Equipment","year":2019,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Refrigerant; Global-warming potential; Environmental science; Global warming; Meteorology; Nuclear engineering; Climate change; Greenhouse gas; Engineering; Mechanical engineering; Geography; Geology; Oceanography; Heat exchanger","authors":[{"name":"Nihar Shah","is_ca":false},{"name":"Max Wei","is_ca":false},{"name":"Virginie Letschert","is_ca":false},{"name":"Amol Phadke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01139731963452593,"gpt":0.2389490204461197,"spread":0.2275517008115937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000495145,0.0004723208,0.0001260884,0.0004676732,0.0003819588,0.0009776312,0.0003846102,0.0007410799,0.008998516],"category_scores_gemma":[0.0009725879,0.0001030084,0.00030739,0.0007577491,0.0004796089,0.001314024,0.0008160445,0.0004394959,0.001210579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033779,"about_ca_system_score_gemma":0.0006183102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002653144,"about_ca_topic_score_gemma":0.006032078,"domain_scores_codex":[0.9995192,0.00009723139,0.00001337495,0.00005443487,0.0002217585,0.0000939746],"domain_scores_gemma":[0.9994979,0.0001219329,0.0001128645,0.00003444638,0.0001841203,0.00004876206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002067103,0.0008199825,0.1272936,0.003600911,0.0003564075,0.001263444,0.0004465712,0.1185608,0.1455197,0.1146253,0.02548663,0.4599596],"study_design_scores_gemma":[0.0001339619,0.002533628,0.3806266,0.001498159,0.0006820511,0.001895034,0.003515979,0.03524517,0.1833842,0.05758021,0.3326755,0.0002296096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8125756,0.007621794,0.02344939,0.003534647,0.0002448008,0.0001558062,0.005002994,0.0002679256,0.147147],"genre_scores_gemma":[0.9906624,0.001152076,0.003507844,0.0002368206,0.00003880125,0.00003144002,0.0006722281,0.00003550309,0.003662889],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008998516,"threshold_uncertainty_score":0.03010303,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2728048401","doi":"10.2172/1838320","title":"Opportunities for Simultaneous Efficiency Improvement and Refrigerant Transition in Air Conditioning","year":2017,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"U.S. Department of Energy","keywords":"Refrigerant; Efficient energy use; Air conditioning; Environmental economics; Global warming; Energy consumption; Environmental science; Incentive; Business; Climate change; Economics; Engineering; Electrical engineering","authors":[{"name":"Nihar Shah","is_ca":false},{"name":"Nina Khanna","is_ca":false},{"name":"Nihan Karalı","is_ca":false},{"name":"Won Park","is_ca":false},{"name":"Yi Qu","is_ca":false},{"name":"Nan Zhou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03647080149337884,"gpt":0.2824407275467724,"spread":0.2459699260533936,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009849144,0.0004749987,0.0002994884,0.0009948697,0.001323945,0.003368527,0.001342001,0.001859264,0.002996415],"category_scores_gemma":[0.005837047,0.000318079,0.000836011,0.0009281673,0.001821451,0.003899854,0.002906901,0.002223613,0.0005513329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004159164,"about_ca_system_score_gemma":0.01144032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006510488,"about_ca_topic_score_gemma":0.01221696,"domain_scores_codex":[0.9939859,0.002678057,0.0003039184,0.0005448014,0.001359284,0.001128046],"domain_scores_gemma":[0.9964204,0.001062969,0.000582121,0.0003454646,0.001327858,0.0002611932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003464698,0.0005685056,0.01208977,0.002444343,0.00009299825,0.0006275885,0.003558841,0.01647431,0.03498317,0.4023992,0.0234898,0.5029249],"study_design_scores_gemma":[0.00007224119,0.0007323733,0.0206665,0.002185481,0.0001296084,0.0003848569,0.005846834,0.007374767,0.04605372,0.05779793,0.8585854,0.0001703948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2288403,0.0646034,0.3420179,0.1034601,0.002688524,0.002051633,0.0007735501,0.001542468,0.254022],"genre_scores_gemma":[0.8691079,0.01427858,0.09680376,0.005754428,0.0002926307,0.0004499479,0.0004340685,0.0001064183,0.01277235],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009849144,"threshold_uncertainty_score":0.0520879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2158227304","doi":"","title":"Global Cooling: Policies to Cool the World and Offset Global Warming fromCO2 Using Reflective Roofs and Pavements","year":2010,"lang":"en","type":"article","venue":"Lawrence Berkeley National Laboratory","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Concordia University","funders":"","keywords":"Reflective surfaces; Global warming; Environmental science; Meteorology; Urban heat island; Albedo (alchemy); Climate change; Geography; Geology","authors":[{"name":"Hashem Akbari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01381804063734822,"gpt":0.2898601949274279,"spread":0.2760421542900797,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001536821,0.001236808,0.0004077744,0.000701147,0.001132688,0.002357312,0.001130534,0.002879157,0.01521299],"category_scores_gemma":[0.001705848,0.0002418889,0.0005886312,0.0008466891,0.001503161,0.003088912,0.002980494,0.001675782,0.001861051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001650309,"about_ca_system_score_gemma":0.0043304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008379803,"about_ca_topic_score_gemma":0.01196668,"domain_scores_codex":[0.9993041,0.0001668716,0.0000184113,0.00008335422,0.0001860749,0.0002411757],"domain_scores_gemma":[0.9992324,0.0001110982,0.0001271906,0.00009579409,0.0002398293,0.0001937171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006183785,0.0005694244,0.009010999,0.002451163,0.0001918063,0.0002920818,0.0009526687,0.0223982,0.01920667,0.2255825,0.3439138,0.3748122],"study_design_scores_gemma":[0.0001331725,0.0002725185,0.01232984,0.000865773,0.00009040871,0.0001165419,0.0007979162,0.003395027,0.006652632,0.03008678,0.9451975,0.00006195659],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08618081,0.1066685,0.05128894,0.2401278,0.01597697,0.0004240398,0.002239723,0.003456561,0.4936367],"genre_scores_gemma":[0.7567719,0.04183088,0.02794812,0.03852447,0.003329952,0.0006186994,0.001024698,0.0008161273,0.129135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01521299,"threshold_uncertainty_score":0.05089247,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2940901066","doi":"10.2172/1505528","title":"Challenges and Recommended Policies for Simultaneous Global Implementation of Low-GWP Refrigerants and High Efficiency in Room Air Conditioners","year":2019,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Refrigerant; Efficient energy use; Air conditioning; Montreal Protocol; Global warming; Environmental economics; Electrification; Incentive; Conditioners; Electricity; Business; Greenhouse gas; Environmental science; Natural resource economics; Climate change; Economics; Engineering; Environmental engineering","authors":[{"name":"Won Park","is_ca":false},{"name":"Nihar Shah","is_ca":false},{"name":"Chao Ding","is_ca":false},{"name":"Yi Qu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02224498810013665,"gpt":0.3115418070217108,"spread":0.2892968189215742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02014491,0.001236382,0.0006965011,0.00245024,0.003031548,0.01079211,0.005358262,0.01405741,0.01411229],"category_scores_gemma":[0.0321518,0.0007775146,0.001442598,0.002743811,0.004416881,0.01326704,0.005469607,0.009407602,0.003841181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008505366,"about_ca_system_score_gemma":0.05634851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04319849,"about_ca_topic_score_gemma":0.0378251,"domain_scores_codex":[0.9857561,0.004563372,0.001080584,0.00127891,0.004586876,0.002734163],"domain_scores_gemma":[0.9717961,0.00841156,0.001943697,0.001545303,0.01359702,0.002706361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008946508,0.0006069358,0.005593794,0.004734391,0.00009285408,0.0007485463,0.002942755,0.008429467,0.006746339,0.4548548,0.3403382,0.1748224],"study_design_scores_gemma":[0.00007768797,0.0001573196,0.007117568,0.006223591,0.0000943323,0.0002399391,0.008980168,0.003246578,0.004254929,0.06804032,0.901407,0.0001604474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0154513,0.04912097,0.02356231,0.7425594,0.006249626,0.0007671539,0.001187101,0.001326279,0.1597759],"genre_scores_gemma":[0.3826808,0.1113805,0.1638215,0.2673723,0.002466574,0.003729219,0.002984275,0.0007730463,0.06479187],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04319849,"threshold_uncertainty_score":0.1065378,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2626679834","doi":"","title":"Further development of soft X-ray scanning microscopy with an elliptical undulator at the Advanced Light Source","year":2003,"lang":"en","type":"article","venue":"Lawrence Berkeley National Laboratory","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Undulator; Optics; Beamline; Microscope; Physics; Light source; Synchrotron; Diffraction; Nanotechnology; Materials science; Beam (structure)","authors":[{"name":"Tony Warwick","is_ca":false},{"name":"Harald Ade","is_ca":false},{"name":"Sirine C. Fakra","is_ca":false},{"name":"Mary K. Gilles","is_ca":false},{"name":"Adam P. Hitchcock","is_ca":false},{"name":"A. L. D. Kilcoyne","is_ca":false},{"name":"David K. Shuh","is_ca":false},{"name":"Tolek Tyliszczak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006995630262091415,"gpt":0.2642355929901848,"spread":0.2572399627280934,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002825276,0.0007542623,0.0005484962,0.0007661512,0.0004930877,0.0007445939,0.001188103,0.0007342107,0.006558191],"category_scores_gemma":[0.0008519836,0.0002933977,0.0006735592,0.0003659009,0.0003731784,0.001061713,0.001214008,0.001593594,0.003139955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008157654,"about_ca_system_score_gemma":0.0009867371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108945,"about_ca_topic_score_gemma":0.001163949,"domain_scores_codex":[0.9991539,0.0002471189,0.00004577042,0.0001081105,0.0003125729,0.0001326395],"domain_scores_gemma":[0.9988293,0.0001786254,0.0000709049,0.0002029038,0.0004928309,0.0002254518],"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":[0.0003149553,0.0002584013,0.001089508,0.0002943825,0.00003997385,0.0002178822,0.0001793519,0.001536086,0.8942145,0.01120438,0.007229062,0.08342148],"study_design_scores_gemma":[0.0001372898,0.0009168999,0.004766985,0.0001564137,0.00005174621,0.0006672415,0.00008395924,0.01304197,0.7900025,0.001781657,0.1883239,0.0000696024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3362305,0.01489775,0.5667046,0.006088428,0.001535286,0.001851155,0.002154483,0.009051338,0.0614864],"genre_scores_gemma":[0.2658606,0.007284317,0.6901308,0.0008213051,0.0001970529,0.0007624904,0.002425083,0.0009033839,0.03161483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006558191,"threshold_uncertainty_score":0.02193928,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W37002342","doi":"10.1038/s41416-023-02242-w","title":"Proceedings of the Sixth Berkeley Workshop on Distributed Data Management and Computer Networks","year":2010,"lang":"en","type":"article","venue":"Lawrence Berkeley National Laboratory","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada; Harvard University; National Science Foundation","keywords":"Section (typography); Library science; Physics; Computer science; Engineering physics; Telecommunications; Humanities; Operating system; Art","authors":[{"name":"Paula Hawthorn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06213943715705331,"gpt":0.3321823794842345,"spread":0.2700429423271811,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009258627,0.001403978,0.001698903,0.001210379,0.001817323,0.007272483,0.002093411,0.001956158,0.03757263],"category_scores_gemma":[0.009720448,0.0009394214,0.001116697,0.001236924,0.001810271,0.006555701,0.003129894,0.004642632,0.00785364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002354776,"about_ca_system_score_gemma":0.002554037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006281366,"about_ca_topic_score_gemma":0.009915223,"domain_scores_codex":[0.9957015,0.001524394,0.0003040698,0.0006865357,0.001319367,0.0004641501],"domain_scores_gemma":[0.9916959,0.003532475,0.0001969854,0.00169632,0.001776508,0.001101909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00141343,0.0004982693,0.003550789,0.0005499881,0.0001558193,0.0004297409,0.0007737613,0.008343705,0.006586637,0.05657993,0.4166212,0.5044966],"study_design_scores_gemma":[0.0001793437,0.0002945536,0.004184453,0.0006372383,0.0001379272,0.0005876143,0.0008168828,0.03859155,0.007698031,0.05200801,0.894769,0.00009541602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04539136,0.08490939,0.5730144,0.0935616,0.04588455,0.0008475074,0.002079327,0.00376462,0.1505472],"genre_scores_gemma":[0.2768219,0.0685441,0.2362364,0.006384008,0.01821581,0.0009498751,0.008829891,0.002593845,0.3814241],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03757263,"threshold_uncertainty_score":0.125693,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4381050411","doi":"10.2172/1985251","title":"Low Carbon Development Pathways for Cooling: Leveraging Kigali Amendment Across Residential Applications","year":2023,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Global warming; Electricity; Sustainability; Refrigeration; Refrigerant; Energy security; Efficient energy use; Environmental economics; Air conditioning; Climate change; Energy consumption; Environmental science; Business; Greenhouse gas; Natural resource economics; Renewable energy; Economics; Engineering; Ecology","authors":[{"name":"Vibha Dhawan","is_ca":false},{"name":"Nihar Shah","is_ca":false},{"name":"Gabrielle Dreyfuss","is_ca":false},{"name":"Durwood Zaelke","is_ca":false},{"name":"Zerin Osho","is_ca":false},{"name":"Amelia Murphy","is_ca":false},{"name":"Sanjay Seth","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06995093136863036,"gpt":0.3189156766822728,"spread":0.2489647453136425,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003416735,0.0005494522,0.0002021092,0.001368339,0.002639242,0.004571247,0.002147872,0.002099572,0.0184869],"category_scores_gemma":[0.006282438,0.0003621736,0.0006220571,0.00135859,0.001109308,0.003643988,0.0044802,0.002805693,0.003978814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007141429,"about_ca_system_score_gemma":0.03148254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1427251,"about_ca_topic_score_gemma":0.3074664,"domain_scores_codex":[0.9966774,0.0004582031,0.00008018086,0.0002001634,0.001517423,0.00106656],"domain_scores_gemma":[0.9966708,0.0003303188,0.0001568506,0.0003007891,0.001896356,0.0006449166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004173093,0.001168196,0.01427316,0.001026741,0.00005448164,0.001427672,0.002289808,0.007721862,0.02233748,0.273414,0.3452265,0.3306428],"study_design_scores_gemma":[0.0000800052,0.0002977766,0.0201157,0.0005238867,0.00004727583,0.0002531674,0.001978121,0.002422402,0.01367895,0.01785792,0.9426523,0.00009258038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05547497,0.001694847,0.01387085,0.03467876,0.0007092821,0.002326924,0.003620632,0.001462754,0.8861611],"genre_scores_gemma":[0.5616838,0.00531376,0.06613671,0.01718387,0.0002329769,0.002638561,0.007660156,0.0008184465,0.3383317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1427251,"threshold_uncertainty_score":0.2837887,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249154047","doi":"10.2172/1564053","title":"Heat Island Mitigation Assessment and Policy Development for the Kansas City Region","year":2019,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Concordia University; U.S. Department of Energy","keywords":"Environmental science; Evapotranspiration; Vegetation (pathology); Urban heat island; Weather Research and Forecasting Model; Electricity; Geography; Population; Hydrology (agriculture); Agricultural economics; Environmental engineering; Meteorology; Engineering","authors":[{"name":"Haley Gilbert","is_ca":false},{"name":"Tom Jacobs","is_ca":false},{"name":"Seongeun Jeong","is_ca":false},{"name":"M. Pomerantz","is_ca":false},{"name":"Dev Millstein","is_ca":false},{"name":"Doug Norsby","is_ca":false},{"name":"Andrea Repinsky","is_ca":false},{"name":"Ronnen Levinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03052232934308394,"gpt":0.307027505157649,"spread":0.2765051758145651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001276248,0.0004858222,0.000223306,0.0009407892,0.0006562424,0.001553757,0.0008825312,0.0008157098,0.00261161],"category_scores_gemma":[0.001618672,0.000321065,0.0006113662,0.001311636,0.0002174577,0.0008292039,0.0007949875,0.0007266049,0.0003242562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009303321,"about_ca_system_score_gemma":0.0161127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6559736,"about_ca_topic_score_gemma":0.7252972,"domain_scores_codex":[0.9995126,0.000189825,0.00001918608,0.00003160741,0.0001155373,0.0001312284],"domain_scores_gemma":[0.999035,0.0001300814,0.00008289528,0.00004236712,0.0005598634,0.0001498137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000653057,0.0008077278,0.1674136,0.00142673,0.0008808782,0.000583713,0.0009548643,0.4257347,0.003593255,0.02341928,0.2068606,0.1676716],"study_design_scores_gemma":[0.0003884308,0.0009477827,0.3360973,0.001907454,0.0008830163,0.000130084,0.006269031,0.3742749,0.004163933,0.006197206,0.2684951,0.0002456646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7778921,0.008840229,0.01844182,0.02385756,0.000691466,0.00107186,0.07160371,0.001807309,0.09579396],"genre_scores_gemma":[0.9451233,0.003045768,0.01899036,0.0007392652,0.00004884467,0.0004914045,0.0175385,0.00006307355,0.01395945],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6559736,"threshold_uncertainty_score":0.6921049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2782976039","doi":"","title":"Meteorological and air quality impacts of increased urban albedo and vegetative cover in the Greater Toronto Area, Canada","year":2002,"lang":"en","type":"article","venue":"Lawrence Berkeley National Laboratory","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Environmental science; Air quality index; Albedo (alchemy); Meteorology; Urban heat island; Trajectory; Mesoscale meteorology; Air mass (solar energy); Climatology; Atmospheric sciences; Geography","authors":[{"name":"Haider Taha","is_ca":false},{"name":"Hillel Hammer","is_ca":false},{"name":"Hashem Akbari","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01435616697045525,"gpt":0.2248748914584319,"spread":0.2105187244879767,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001743792,0.0003348511,0.0002287818,0.0004275636,0.001347275,0.001066923,0.0005422545,0.0002796678,0.001535491],"category_scores_gemma":[0.0005027333,0.0001409259,0.0004458865,0.001116617,0.0005892391,0.000244664,0.000538172,0.000337652,0.00009163946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02750938,"about_ca_system_score_gemma":0.01545108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9943942,"about_ca_topic_score_gemma":0.9963884,"domain_scores_codex":[0.9997013,0.00003181371,0.00001020573,0.00004461727,0.0000882112,0.000123767],"domain_scores_gemma":[0.9995135,0.00005704709,0.0000634619,0.00002328636,0.0002091691,0.0001335228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008252675,0.0002212874,0.870155,0.0001846621,0.0004084563,0.001054911,0.001428904,0.09249034,0.009810117,0.001568869,0.006469283,0.01538288],"study_design_scores_gemma":[0.00004215101,0.00005613071,0.9748669,0.00001919864,0.00007134386,0.00005617254,0.001581738,0.0203703,0.0005635713,0.00007373263,0.002270052,0.00002864056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994844,0.0001479706,0.000115351,0.0001974965,0.00000799158,0.00002634862,0.00185643,0.00002264735,0.002781893],"genre_scores_gemma":[0.9985883,0.0001241098,0.0001486115,0.0000322171,0.000002378404,0.0000068262,0.0005033509,0.000003108136,0.0005910232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02750938,"threshold_uncertainty_score":0.1995955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1949937077","doi":"10.2172/1398477","title":"Baryonic contributions to the dilepton spectra in relativistic heavy ion collisions","year":2017,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"High-Energy Particle Collisions Research","field":"Physics and Astronomy","cited_by":2,"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":"Physics; Baryon; Nuclear physics; Spectral line; Heavy ion; Collision; Ion; Astrophysics; Astronomy; Computer science","authors":[{"name":"Marcus Bleicher","is_ca":false},{"name":"A. K. Dutt-mazumder","is_ca":true},{"name":"Charles Gale","is_ca":true},{"name":"Che-Ming Ko","is_ca":false},{"name":"V. Koch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02606574919051042,"gpt":0.3609327219953156,"spread":0.3348669728048052,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001634704,0.001215729,0.0006606971,0.00459539,0.001586232,0.002663282,0.0012213,0.0007302037,0.02062098],"category_scores_gemma":[0.002315027,0.001072044,0.0007521248,0.002520703,0.0008805849,0.001139284,0.002411958,0.001101864,0.003039339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001849517,"about_ca_system_score_gemma":0.0007714314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002073304,"about_ca_topic_score_gemma":0.003191465,"domain_scores_codex":[0.9993441,0.0001298861,0.0000370938,0.00009415825,0.0002069571,0.0001878907],"domain_scores_gemma":[0.99854,0.0006418619,0.000179832,0.0001066423,0.0001652039,0.0003663573],"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":[0.007120168,0.00102388,0.1137678,0.002947331,0.001140457,0.01312787,0.004528911,0.0875807,0.1235221,0.4816399,0.04619393,0.1174069],"study_design_scores_gemma":[0.00224915,0.0004980694,0.3080569,0.00113172,0.001633218,0.005282367,0.002065883,0.2432458,0.09164972,0.3131821,0.02987066,0.001134487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.72874,0.005292279,0.03373574,0.002484588,0.0008568465,0.0001901673,0.006700712,0.004446806,0.2175529],"genre_scores_gemma":[0.9727361,0.001015296,0.001797434,0.0002758232,0.0002180776,0.0000747858,0.0026225,0.0007633013,0.02049658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02062098,"threshold_uncertainty_score":0.06898403,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2122939564","doi":"","title":"Results from SNO","year":2001,"lang":"en","type":"article","venue":"Lawrence Berkeley National Laboratory","topic":"Neutrino Physics Research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Physics; Neutrino; Solar neutrino; Particle physics; Neutrino detector; Nuclear physics; Cherenkov detector; Solar neutrino problem; Scattering; Cherenkov radiation; Analytical Chemistry (journal); Neutrino oscillation; Detector; Optics; Chemistry","authors":[{"name":"Yuen-Dat Chan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.021048222794272,"gpt":0.2978375142016608,"spread":0.2767892914073888,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004379425,0.001435523,0.0008143756,0.002943375,0.001618292,0.002927522,0.0008642104,0.0008823927,0.02973083],"category_scores_gemma":[0.007099315,0.0003072277,0.001466879,0.003397545,0.0006857138,0.0007989987,0.002619655,0.0007103092,0.02363167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001709447,"about_ca_system_score_gemma":0.001771124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02100644,"about_ca_topic_score_gemma":0.02977597,"domain_scores_codex":[0.9946069,0.0005971227,0.0002498577,0.0008452854,0.003019049,0.0006818249],"domain_scores_gemma":[0.995659,0.0006492037,0.0002747024,0.000973416,0.002017892,0.0004259373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004979555,0.0005943381,0.2804199,0.001717052,0.001227687,0.001170874,0.001602022,0.00417791,0.01555852,0.04365937,0.4718012,0.1730915],"study_design_scores_gemma":[0.0002293815,0.0003184104,0.1746693,0.0002497459,0.0007690141,0.0007852798,0.001405782,0.002016092,0.01212003,0.008745879,0.7985749,0.0001162839],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1960466,0.002518765,0.0114954,0.002024015,0.001391875,0.0003445095,0.2222431,0.003071063,0.5608646],"genre_scores_gemma":[0.3430084,0.001979082,0.01509282,0.002768885,0.0004633696,0.0004850365,0.5264116,0.003685133,0.1061057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02973083,"threshold_uncertainty_score":0.09945953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2752211410","doi":"","title":"Energy Efficiency Building Code for Commercial Buildings in Sri Lanka","year":2000,"lang":"en","type":"article","venue":"Lawrence Berkeley National Laboratory","topic":"Energy Efficiency and Management","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ceylon; Sri lanka; National laboratory; Electricity; Building code; Efficient energy use; Architectural engineering; Environmental science; Engineering; Environmental protection; Engineering physics; Ancient history; History; Environmental planning; Electrical engineering","authors":[{"name":"J.F. Busch","is_ca":false},{"name":"Steve Greenberg","is_ca":false},{"name":"Fernando Rubinstein","is_ca":false},{"name":"Andrea Denver","is_ca":false},{"name":"Esther Rawner","is_ca":false},{"name":"Ellen Franconi","is_ca":false},{"name":"Joe Huang","is_ca":false},{"name":"Danielle Neils","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01207061536308503,"gpt":0.2627729317270748,"spread":0.2507023163639898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007292058,0.001114807,0.0004931175,0.002752729,0.001363784,0.001535563,0.001183997,0.0009984913,0.02171401],"category_scores_gemma":[0.003473442,0.0009401046,0.0004945441,0.005276584,0.0004575708,0.0009963424,0.0008884176,0.002022993,0.01042048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00432705,"about_ca_system_score_gemma":0.008312798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1640155,"about_ca_topic_score_gemma":0.1550341,"domain_scores_codex":[0.998759,0.0002027905,0.0001775912,0.00005560393,0.0005955857,0.0002094138],"domain_scores_gemma":[0.9967417,0.0003341369,0.0001729636,0.0003387746,0.002334854,0.00007759404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002797184,0.0001905316,0.008061355,0.001481395,0.00004070568,0.0004513985,0.002510451,0.03265683,0.007151506,0.105478,0.65697,0.1847282],"study_design_scores_gemma":[0.00004324066,0.0000529533,0.01945213,0.0003811572,0.00002957764,0.0001537526,0.0007508571,0.005036536,0.001604466,0.002909166,0.9695308,0.00005547543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03095432,0.004172682,0.07942023,0.003015549,0.0009911623,0.002387472,0.09800579,0.01013936,0.7709135],"genre_scores_gemma":[0.2860395,0.009734659,0.17195,0.001218784,0.0003005094,0.008371618,0.1456912,0.003908108,0.3727857],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1640155,"threshold_uncertainty_score":0.3261217,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4376269306","doi":"10.2172/1973109","title":"South Africa National Cooling Plan","year":2023,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Department of Forestry, Fisheries and the Environment","keywords":"Plan (archaeology); Geography; Archaeology","authors":[{"name":"Stéphane de la Rue du Can","is_ca":false},{"name":"Theo Covary","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05431811596291773,"gpt":0.2841691824987781,"spread":0.2298510665358603,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00111289,0.0009941814,0.0002253779,0.001155312,0.001454922,0.001620513,0.0009891867,0.001429845,0.07704178],"category_scores_gemma":[0.001633188,0.000387652,0.0003230867,0.001324415,0.000329652,0.001296093,0.001625458,0.001574319,0.01301974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004444897,"about_ca_system_score_gemma":0.01461837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06259196,"about_ca_topic_score_gemma":0.0678054,"domain_scores_codex":[0.9993626,0.0001021606,0.00002636385,0.00006569448,0.0002024806,0.0002406093],"domain_scores_gemma":[0.9994996,0.00005594196,0.00004272277,0.00003574567,0.0002625291,0.0001034783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002407774,0.00007583091,0.001497626,0.0008084542,0.00002211942,0.0005320394,0.0004092407,0.001323663,0.002149515,0.07059996,0.8489081,0.07343265],"study_design_scores_gemma":[0.00001600745,0.000008528279,0.001747729,0.00009067598,0.000002906356,0.00005608576,0.00006848937,0.00007018266,0.0002431626,0.00071206,0.9969786,0.000005710319],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01202842,0.01016713,0.002925492,0.0226401,0.002402385,0.001724399,0.06237788,0.0006031221,0.8851311],"genre_scores_gemma":[0.0780841,0.01031421,0.01502124,0.01006757,0.0003246829,0.003782229,0.04326849,0.0004979158,0.8386396],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07704178,"threshold_uncertainty_score":0.2577304,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312212743","doi":"10.2172/1906717","title":"Nuclear Physics Exascale Requirements Review: An Office of Science Review sponsored jointly by Advanced Scientific Computing Research and Nuclear Physics, June 15 - 17, 2016, Gaithersburg, Maryland","year":2022,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Seismology and Earthquake Studies","field":"Computer 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":"University of British Columbia","funders":"","keywords":"Exascale computing; Stewardship (theology); Stockpile; Nuclear weapon; Computer science; Nuclear astrophysics; Nuclear data; Neutron; Data science; Nuclear physics; Physics; Supercomputer; Political science","authors":[{"name":"J. Carlson","is_ca":false},{"name":"Martin O. Savage","is_ca":false},{"name":"R. Gerber","is_ca":false},{"name":"Katie Antypas","is_ca":false},{"name":"Deborah Bard","is_ca":false},{"name":"Richard J. Coffey","is_ca":false},{"name":"Eli Dart","is_ca":false},{"name":"Sudip S. Dosanjh","is_ca":false},{"name":"James J. Hack","is_ca":false},{"name":"Inder Monga","is_ca":false},{"name":"Michael E. Papka","is_ca":false},{"name":"Katherine Riley","is_ca":false},{"name":"Lauren E. Rotman","is_ca":false},{"name":"Tjerk P. Straatsma","is_ca":false},{"name":"J. C. Wells","is_ca":false},{"name":"H. Avakian","is_ca":false},{"name":"Y. Ayyad","is_ca":false},{"name":"Steffen A. Bass","is_ca":false},{"name":"D. Bazin","is_ca":false},{"name":"A. Boehnlein","is_ca":false},{"name":"G. Bollen","is_ca":false},{"name":"L. J. Broussard","is_ca":false},{"name":"A. C. Calder","is_ca":false},{"name":"Sean M. Couch","is_ca":false},{"name":"A. Couture","is_ca":false},{"name":"M. Cromaz","is_ca":false},{"name":"William Detmold","is_ca":false},{"name":"J. A. Detwiler","is_ca":false},{"name":"Huaiyu Duan","is_ca":false},{"name":"Robert G. Edwards","is_ca":false},{"name":"J. Engel","is_ca":false},{"name":"Chris L. Fryer","is_ca":false},{"name":"George M. Fuller","is_ca":false},{"name":"Stefano Gandolfi","is_ca":false},{"name":"Gagik Gavalian","is_ca":false},{"name":"Dali Georgobiani","is_ca":false},{"name":"Rajan Gupta","is_ca":false},{"name":"V. Gyurjyan","is_ca":false},{"name":"Marc Hausmann","is_ca":false},{"name":"W.G. Heyes","is_ca":false},{"name":"W. R. Hix","is_ca":false},{"name":"Mark Ito","is_ca":false},{"name":"G. R. Jansen","is_ca":false},{"name":"Richard Jones","is_ca":false},{"name":"Bálint Joó","is_ca":false},{"name":"Olaf Kaczmarek","is_ca":false},{"name":"Daniel Kasen","is_ca":false},{"name":"M. Kostin","is_ca":false},{"name":"Thorsten Kurth","is_ca":false},{"name":"Jérôme Lauret","is_ca":false},{"name":"D. J. Lawrence","is_ca":false},{"name":"Huey-Wen Lin","is_ca":false},{"name":"Meifeng Lin","is_ca":false},{"name":"P. F. Mantica","is_ca":false},{"name":"Peter Maris","is_ca":false},{"name":"Bronson Messer","is_ca":false},{"name":"W. Mittig","is_ca":false},{"name":"S. Mosby","is_ca":false},{"name":"Swagato Mukherjee","is_ca":false},{"name":"Hai Ah Nam","is_ca":false},{"name":"P. Navrátil","is_ca":true},{"name":"Esmond Ng","is_ca":false},{"name":"Tommy O'Donnell","is_ca":false},{"name":"Frédérique Pellemoine","is_ca":false},{"name":"Péter Petreczky","is_ca":false},{"name":"Steven C. Pieper","is_ca":false},{"name":"C. Pinkenburg","is_ca":false},{"name":"Brad Plaster","is_ca":false},{"name":"R Porter","is_ca":false},{"name":"Mauricio Portillo","is_ca":false},{"name":"Scott Pratt","is_ca":false},{"name":"M. L. Purschke","is_ca":false},{"name":"Ji Qiang","is_ca":false},{"name":"Sofia Quaglioni","is_ca":false},{"name":"David Richards","is_ca":false},{"name":"Y. Roblin","is_ca":false},{"name":"Björn Schenke","is_ca":false},{"name":"R. Schiavilla","is_ca":false},{"name":"Sören Schlichting","is_ca":false},{"name":"N. Schunck","is_ca":false},{"name":"Patrick Steinbrecher","is_ca":false},{"name":"Sergey Syritsyn","is_ca":false},{"name":"Balša Terzić","is_ca":false},{"name":"R. L. Varner","is_ca":false},{"name":"James P. Vary","is_ca":false},{"name":"Stefan M. Wild","is_ca":false},{"name":"Frank Winter","is_ca":false},{"name":"R. G. T. Zegers","is_ca":false},{"name":"He Zhang","is_ca":false},{"name":"V. Ziegler","is_ca":false},{"name":"M. Zingale","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06543203796883634,"gpt":0.3567660163191658,"spread":0.2913339783503294,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009920412,0.001124295,0.001093993,0.003283144,0.001536928,0.005248482,0.002144828,0.002225471,0.05406462],"category_scores_gemma":[0.01920655,0.0006502189,0.000798127,0.0039155,0.0007842967,0.004744031,0.002775177,0.002729579,0.06925277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002741409,"about_ca_system_score_gemma":0.01307841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006035264,"about_ca_topic_score_gemma":0.01265349,"domain_scores_codex":[0.9925546,0.0007944438,0.0003809966,0.000325255,0.005354915,0.0005897626],"domain_scores_gemma":[0.9625818,0.002875417,0.001234717,0.001573965,0.02807064,0.003663523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002119829,0.00003251795,0.0001272332,0.0004695616,0.000009301792,0.00003997679,0.00003539971,0.0002609117,0.00129162,0.004705581,0.8344268,0.1585799],"study_design_scores_gemma":[0.000004822354,0.00001578494,0.0001485769,0.0002766539,0.000003603395,0.00004205725,0.00002396894,0.0001914972,0.0003061369,0.0003807869,0.9985994,0.000006925949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004318655,0.1533548,0.0648336,0.1355093,0.0619724,0.004955286,0.008563806,0.01415743,0.5523347],"genre_scores_gemma":[0.0195957,0.2284735,0.05026272,0.03043272,0.01526561,0.00229154,0.02289996,0.008407858,0.6223704],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05406462,"threshold_uncertainty_score":0.1808642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3135867492","doi":"10.2172/1771975","title":"Combining information from multiple cosmological surveys: inference and modeling challenges","year":2021,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Perimeter Institute","funders":"","keywords":"Inference; Set (abstract data type); Data science; Computer science; Data set; Process (computing); Universe; Data mining; Artificial intelligence; Physics; Astrophysics","authors":[{"name":"David Alonso","is_ca":false},{"name":"Erminia Calabrese","is_ca":false},{"name":"T. F. Eifler","is_ca":false},{"name":"Giulio Fabbian","is_ca":false},{"name":"Simone Ferraro","is_ca":false},{"name":"Eric Gawiser","is_ca":false},{"name":"Jennifer Hill","is_ca":false},{"name":"E. Krause","is_ca":false},{"name":"Mathew S. Madhavacheril","is_ca":true},{"name":"Anže Slosar","is_ca":false},{"name":"David N. Spergel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05158816400040942,"gpt":0.2761429477860803,"spread":0.2245547837856709,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07039744,0.001453478,0.003970142,0.004146256,0.002469118,0.00738875,0.007502623,0.005158676,0.002767577],"category_scores_gemma":[0.1869424,0.003826968,0.003489944,0.007415663,0.005668354,0.01580714,0.005446025,0.008467657,0.0009302252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005892192,"about_ca_system_score_gemma":0.005116464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06754173,"about_ca_topic_score_gemma":0.0402256,"domain_scores_codex":[0.9742911,0.01700462,0.00111804,0.004055368,0.002848461,0.0006824879],"domain_scores_gemma":[0.8004115,0.1745623,0.006857628,0.01040964,0.005891684,0.001867352],"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":[0.0001695099,0.0002607424,0.05631282,0.0007072266,0.001601095,0.0004219674,0.001063589,0.5190627,0.000360393,0.2924058,0.02195248,0.1056817],"study_design_scores_gemma":[0.00004285448,0.00003181961,0.005137076,0.0001318586,0.0001475527,0.0001590387,0.0002409764,0.5147102,0.0001731345,0.4727329,0.00640154,0.00009094731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06026215,0.006857598,0.8542636,0.06334879,0.0006366611,0.0003715401,0.005252788,0.001308125,0.007698676],"genre_scores_gemma":[0.5600849,0.006562909,0.4066616,0.007113878,0.003147243,0.0011255,0.007480898,0.0009122422,0.006910814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07039744,"threshold_uncertainty_score":0.3723017,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4214863837","doi":"10.2172/1560613","title":"R&amp;D and Implementation Outcomes from the U.S.-India Bilateral Center for Building Energy Research and Development Program","year":2019,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Building Energy and Comfort 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":"University of British Columbia","funders":"Department of Science and Technology, Ministry of Science and Technology, India; U.S. Department of Energy","keywords":"Benchmarking; Software deployment; Capacity building; Joint (building); Key (lock); Research center; Engineering management; Efficient energy use; Business; Engineering; Architectural engineering; Computer science; Political science; Economic growth; Marketing; Economics; Computer security; Software engineering","authors":[{"name":"Reshma Singh","is_ca":false},{"name":"Mary Ann Piette","is_ca":false},{"name":"Ashok Gadgil","is_ca":false},{"name":"Rajan Rawal","is_ca":false},{"name":"Narendra Kumar Bansal","is_ca":false},{"name":"Vishal Garg","is_ca":false},{"name":"Jyotirmay Mathur","is_ca":false},{"name":"Phil Haves","is_ca":false},{"name":"Paul Mathew","is_ca":false},{"name":"Christian Köhler","is_ca":false},{"name":"Mahabir Bhandari","is_ca":false},{"name":"Gail Brager","is_ca":false},{"name":"Vivian Loftness","is_ca":false},{"name":"Narendran Nadarajah","is_ca":false},{"name":"Ronnen Levinson","is_ca":false},{"name":"Rich Brown","is_ca":false},{"name":"André Omer Desjarlais","is_ca":false},{"name":"Milind Rane","is_ca":false},{"name":"Sanyogita Manu","is_ca":true},{"name":"Yash Shukla","is_ca":false},{"name":"Mona Doctor-Pingel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06608516919305976,"gpt":0.3661899490772547,"spread":0.3001047798841949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01793619,0.0008668157,0.0003161957,0.00207011,0.002210946,0.004765558,0.001139621,0.00101937,0.006667955],"category_scores_gemma":[0.0122852,0.0002938423,0.0005267662,0.003379839,0.001261656,0.001450484,0.006778157,0.001464908,0.001938214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004718826,"about_ca_system_score_gemma":0.02398339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02452206,"about_ca_topic_score_gemma":0.03763693,"domain_scores_codex":[0.9829822,0.004340981,0.0005705744,0.0009306891,0.007699384,0.003476166],"domain_scores_gemma":[0.9759398,0.003700132,0.001487745,0.002849313,0.009277148,0.006745858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009436636,0.003521679,0.0857987,0.001137666,0.0001660761,0.0009574182,0.005286458,0.01363974,0.01741164,0.05212038,0.08664603,0.7323706],"study_design_scores_gemma":[0.0002620722,0.004213754,0.3098415,0.0002652752,0.0001905045,0.0008311998,0.01880383,0.005642249,0.05622467,0.006710283,0.5967456,0.0002689632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5094525,0.002214675,0.02473769,0.01952389,0.0005260226,0.002219289,0.009001873,0.00284602,0.429478],"genre_scores_gemma":[0.8750362,0.001754343,0.02632206,0.001463632,0.00007431201,0.000813679,0.008200342,0.0004510838,0.08588441],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02452206,"threshold_uncertainty_score":0.09485674,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4241596543","doi":"10.2172/1411665","title":"SCinet Architecture: Featured at the International Conference for High Performance Computing,Networking, Storage and Analysis 2017","year":2017,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"IoT and Edge/Fog Computing","field":"Computer 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":"Ciena (Canada)","funders":"","keywords":"Vendor; Architecture; Data center; Software-defined networking; Computer science; Focus (optics); Network architecture; Networking hardware; Telecommunications; Engineering; World Wide Web; Computer network; Business; Marketing","authors":[{"name":"Marc Lyonnais","is_ca":true},{"name":"Gonzalo P. Rodrigo","is_ca":false},{"name":"Julian Hammer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03558857302303125,"gpt":0.2975266271555438,"spread":0.2619380541325126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001296367,0.0009871419,0.0005999557,0.00101665,0.0008258711,0.002558122,0.00139725,0.001120443,0.06238345],"category_scores_gemma":[0.0007006841,0.000503106,0.0004764661,0.0009655272,0.000463368,0.003715088,0.001651398,0.002208502,0.02499425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193347,"about_ca_system_score_gemma":0.002005605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001944699,"about_ca_topic_score_gemma":0.003599178,"domain_scores_codex":[0.9994704,0.00004800928,0.00001719422,0.0000614102,0.0002975552,0.0001054776],"domain_scores_gemma":[0.9994241,0.00002949984,0.00001592809,0.00006025381,0.0003124128,0.0001578599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009734777,0.0002926719,0.001250927,0.0002771937,0.00005975561,0.0004159309,0.0001446782,0.003539488,0.07508691,0.05196478,0.754133,0.1118612],"study_design_scores_gemma":[0.0001975957,0.0005624235,0.0009849897,0.00009842333,0.00005724869,0.0006883114,0.00008960282,0.03084571,0.07167967,0.01063632,0.8840645,0.000095167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04634525,0.005515413,0.3263466,0.01054536,0.01463028,0.001427538,0.008570531,0.04262758,0.5439914],"genre_scores_gemma":[0.2294014,0.006703699,0.1255831,0.002485091,0.002424041,0.0008786893,0.02927592,0.009240373,0.5940078],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06238345,"threshold_uncertainty_score":0.2086934,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}