{"meta":{"query_hash":"2afba3d82f53","filters":{"venue":"Solar Energy and Sustainable Development"},"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/2afba3d82f53","api":"https://metacan.xera.ac/api/v1/cohort?venue=Solar+Energy+and+Sustainable+Development"},"results":[{"id":"W4392282561","doi":"10.51646/jsesd.v13i1.169","title":"Modular Open Source Solar Photovoltaic-Powered DC Nanogrids with Efficient Energy Management System","year":2024,"lang":"en","type":"article","venue":"Solar Energy and Sustainable Development","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photovoltaic system; Modular design; Open source; Solar powered; Photovoltaics; Solar energy; Energy management; Systems engineering; Electrical engineering; Computer science; Engineering physics; Engineering; Energy (signal processing); Physics; Operating system","score_opus":0.0023343775278413443,"score_gpt":0.15699174147580186,"score_spread":0.1546573639479605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392282561","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0153209185,0.016056677,0.958285,0.00003593986,0.00042609847,0.0005409019,0.000004534512,0.0009806054,0.008349351],"genre_scores_gemma":[0.9786363,0.0007805396,0.007622892,0.00008179281,0.000060434562,0.0003997136,0.000088461224,0.00011330689,0.012216531],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981355,0.000044796278,0.00033825645,0.00048590888,0.00026070344,0.0007348304],"domain_scores_gemma":[0.9994309,0.000015997362,0.000030512043,0.00026695084,0.0000968589,0.0001587626],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037413283,0.0003594806,0.00030670015,0.00026924038,0.0004041382,0.0005947527,0.0002935569,0.00011815327,0.00002494323],"category_scores_gemma":[0.0000020681355,0.0003093802,0.000043810604,0.00045130294,0.000030802556,0.0002211124,0.00032429668,0.00010048265,0.0000055022983],"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":[0.00013321593,0.00008358274,0.000025728685,0.002492963,0.0011232982,0.0014669346,0.0017023634,0.8565628,0.0010686672,0.044413246,0.0011673281,0.089759886],"study_design_scores_gemma":[0.000619247,0.000037332728,0.000048394704,0.0002450234,0.000053008847,0.000033137923,0.0025310747,0.38362533,0.005257886,0.000043587228,0.6070444,0.00046158515],"about_ca_topic_score_codex":0.000142733,"about_ca_topic_score_gemma":0.000035252186,"teacher_disagreement_score":0.9633154,"about_ca_system_score_codex":0.0004228791,"about_ca_system_score_gemma":0.00012590742,"threshold_uncertainty_score":0.9999358},"labels":[],"label_agreement":null},{"id":"W4402079503","doi":"10.51646/jsesd.v13i2.243","title":"Global Renewable Energy Infrastructure:","year":2024,"lang":"en","type":"article","venue":"Solar Energy and Sustainable Development","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Business; Natural resource economics; Environmental economics; Environmental science; Economics; Engineering; Electrical engineering","score_opus":0.002919872857850409,"score_gpt":0.18186766220827097,"score_spread":0.17894778935042055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402079503","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34631827,0.014420284,0.17334373,0.0013667867,0.0013872319,0.00026809282,0.000013413086,0.0010009209,0.46188125],"genre_scores_gemma":[0.9445913,0.0005712396,0.0018005731,0.00066575035,0.00005241155,0.000031031315,0.00003240294,0.000022587263,0.052232713],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981685,0.000049506292,0.00022248247,0.0004866318,0.0003037057,0.00076915347],"domain_scores_gemma":[0.99949485,0.000021882071,0.000027967333,0.00019873558,0.0000058000846,0.0002507761],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026208928,0.0002605921,0.00015949554,0.000053768676,0.00042339446,0.00015510133,0.00017633259,0.00015067216,0.0014708859],"category_scores_gemma":[0.00001515343,0.00022967998,0.000041155985,0.00043219372,0.00013617425,0.00044200913,0.0004849595,0.00006580309,0.000031894964],"study_design_candidate":"not_applicable","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":[0.000108115324,0.0001697905,0.016310463,0.00019876892,0.00030097808,0.0020458908,0.0016852781,0.28774357,0.00045093722,0.15769066,0.16712472,0.36617082],"study_design_scores_gemma":[0.00014117637,0.000033792978,0.016176667,0.000017904174,0.000012361012,0.0000509695,0.0003275311,0.0007077039,0.0014573155,0.019510243,0.961231,0.00033332122],"about_ca_topic_score_codex":0.0028654244,"about_ca_topic_score_gemma":0.0008423953,"teacher_disagreement_score":0.7941063,"about_ca_system_score_codex":0.0006515097,"about_ca_system_score_gemma":0.00010397055,"threshold_uncertainty_score":0.9994419},"labels":[],"label_agreement":null},{"id":"W4409655738","doi":"10.51646/jsesd.v14i1.338","title":"InGaP/InGaAs/Ge multi-junction solar cells efficiency improvements using interposed transport layers","year":2025,"lang":"en","type":"article","venue":"Solar Energy and Sustainable Development","topic":"solar cell performance optimization","field":"Engineering","cited_by":3,"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":"African Union Commission; African Union; African Academy of Sciences; Agence Universitaire de la Francophonie; European Commission","keywords":"Optoelectronics; Materials science","score_opus":0.005320523285987002,"score_gpt":0.19154456514010137,"score_spread":0.18622404185411437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409655738","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3816691,0.0002762136,0.6161519,0.000005571522,0.0005525875,0.00019671707,7.96136e-7,0.00018584424,0.00096125616],"genre_scores_gemma":[0.9776789,0.00024038258,0.018927677,0.00009181207,0.000020029236,0.000040398296,0.000038369548,0.00004205553,0.0029203724],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853086,0.000025698966,0.00038104132,0.00030552456,0.00015963613,0.00059724256],"domain_scores_gemma":[0.9995809,0.0000140347665,0.000046773148,0.00016637407,0.00011294099,0.00007893551],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036734098,0.0002681293,0.00021108956,0.00039866232,0.00045217035,0.000069061076,0.00012394738,0.0001593234,0.000020356225],"category_scores_gemma":[0.000011632406,0.0002920197,0.000041498544,0.000513431,0.000032877062,0.00036699342,0.00006745157,0.00015866202,0.0000018823068],"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":[0.00012404121,0.00028536265,0.006183043,0.0018536595,0.00043505695,0.000099267745,0.0060905465,0.90142155,0.045074493,0.00061468844,0.00019085866,0.03762741],"study_design_scores_gemma":[0.0012339224,0.00003317849,0.0012808411,0.0001185319,0.0000390385,0.00000234342,0.0031486687,0.8676863,0.101634055,0.00003150273,0.024290528,0.00050110125],"about_ca_topic_score_codex":0.00013590259,"about_ca_topic_score_gemma":0.00003815275,"teacher_disagreement_score":0.59722424,"about_ca_system_score_codex":0.00049174833,"about_ca_system_score_gemma":0.00020065483,"threshold_uncertainty_score":0.9999532},"labels":[],"label_agreement":null}]}