{"meta":{"query_hash":"cba6c22f4251","filters":{"venue":"Innovative renewable energy"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/cba6c22f4251","api":"https://metacan.xera.ac/api/v1/cohort?venue=Innovative+renewable+energy"},"results":[{"id":"W4308521482","doi":"10.1007/978-3-031-15218-4_5","title":"Using Building Integrated Photovoltaic Thermal (BIPV/T) Systems to Achieve Net Zero Goal: Current Trends and Future Perspectives","year":2022,"lang":"en","type":"book-chapter","venue":"Innovative renewable energy","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Building-integrated photovoltaics; Zero-energy building; Photovoltaic system; Zero emission; Architectural engineering; Zero (linguistics); Engineering; Computer science; Environmental science; Efficient energy use; Electrical engineering","score_opus":0.02869660313975243,"score_gpt":0.2683287796857004,"score_spread":0.23963217654594798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308521482","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01314472,0.06608933,0.0073683294,0.0001848915,0.013297344,0.0012907622,0.0016781659,0.0011317545,0.8958147],"genre_scores_gemma":[0.39960644,0.0024961324,0.0011472686,0.0006089962,0.012956903,0.0009494871,0.0022301236,0.001691494,0.5783132],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99489987,0.00035142308,0.0012333163,0.0016393008,0.0009225086,0.0009535981],"domain_scores_gemma":[0.9966339,0.00017239698,0.0011464015,0.0009004094,0.00081873266,0.00032816577],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00054098445,0.0014609905,0.0016344285,0.0015923417,0.0006119842,0.00026614696,0.00070386834,0.0006689224,0.0018676961],"category_scores_gemma":[0.00003970047,0.0013330445,0.0002802933,0.0016086869,0.00020957358,0.0003079385,0.00059630495,0.0011266927,0.000011182888],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012009996,0.00019503688,0.00009544866,0.00031208494,0.0023480363,0.00022377206,0.004642854,0.07343531,0.17215204,0.63351077,0.007903678,0.103980005],"study_design_scores_gemma":[0.0007514248,0.00040750913,0.000022776341,0.0006144841,0.00011401774,0.00012018182,0.0013581786,0.0018355665,0.0020926401,0.001671796,0.9894679,0.0015435299],"about_ca_topic_score_codex":0.07761409,"about_ca_topic_score_gemma":0.001183698,"teacher_disagreement_score":0.9815642,"about_ca_system_score_codex":0.0012690052,"about_ca_system_score_gemma":0.0003415259,"threshold_uncertainty_score":0.999814},"labels":[],"label_agreement":null},{"id":"W4390805631","doi":"10.1007/978-3-031-42584-4_14","title":"Modelling and Energy Analysis of a Solar Cooling System Powered by a Photovoltaic (PV) System for a Net-Zero Energy Building (NZEB) Using TRNSYS-PVsyst","year":2024,"lang":"en","type":"book-chapter","venue":"Innovative renewable energy","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"TRNSYS; Zero-energy building; Photovoltaic system; Cooling load; Building energy simulation; Engineering; Solar air conditioning; Solar energy; Cooling capacity; Water cooling; Energy consumption; Mechanical engineering; Environmental science; Automotive engineering; Nuclear engineering; Air conditioning; Meteorology; Thermal; Electrical engineering; Energy performance; Physics","score_opus":0.014246665583830007,"score_gpt":0.20790705614860228,"score_spread":0.19366039056477227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390805631","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003763952,0.011984864,0.9636642,0.0000018036499,0.0007338256,0.00013733587,0.0005735142,0.00066868134,0.021859413],"genre_scores_gemma":[0.95834583,0.0012767945,0.010574474,0.00003711158,0.00033921175,0.00024610467,0.0013975749,0.0007043712,0.027078545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9958671,0.00004519574,0.0017170229,0.0011080817,0.00052970607,0.00073293096],"domain_scores_gemma":[0.9974686,0.00021445398,0.0007604806,0.0006628119,0.000727261,0.00016638279],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003803228,0.0011264152,0.0021434089,0.0024551882,0.000258512,0.00019154316,0.00038832263,0.0010248546,0.000010564981],"category_scores_gemma":[0.000009683058,0.0012251075,0.0004705932,0.001930578,0.00010710108,0.00025715053,0.00016623184,0.0002810256,1.4891495e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069029185,0.000010188411,7.6676235e-7,0.0009896548,0.0045178835,0.00001611954,0.000042361335,0.7401136,0.008812462,0.24480148,0.00021731929,0.0004091168],"study_design_scores_gemma":[0.00043646558,0.0000677433,1.40627705e-8,0.003063447,0.0018300901,0.000029565024,0.000085374486,0.9342903,0.019170057,0.0010396997,0.038964722,0.001022526],"about_ca_topic_score_codex":0.008106008,"about_ca_topic_score_gemma":0.00031668838,"teacher_disagreement_score":0.9579694,"about_ca_system_score_codex":0.00096228963,"about_ca_system_score_gemma":0.000169468,"threshold_uncertainty_score":0.99901986},"labels":[],"label_agreement":null},{"id":"W4401520494","doi":"10.1007/978-3-031-61660-0_13","title":"Numerical Modelling of a Sedimentation Tank for Enhancing Sediment Removal in Open-Loop Ground Source Heat Pump System of Type Standing Column Well","year":2024,"lang":"en","type":"book-chapter","venue":"Innovative renewable energy","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Sedimentation; Environmental science; Sediment; Heat pump; Loop (graph theory); Hydrology (agriculture); Geology; Engineering; Geotechnical engineering; Geomorphology; Mathematics; Mechanical engineering; Heat exchanger","score_opus":0.02152691155849302,"score_gpt":0.24253985556963678,"score_spread":0.22101294401114377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401520494","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":[0.0057101883,0.0025059744,0.8329739,0.000007279184,0.0013160862,0.00076653244,0.00015417459,0.00013598197,0.1564299],"genre_scores_gemma":[0.8827529,0.00047299708,0.005997006,0.000029951703,0.0003886859,0.00011996311,0.00056639354,0.0004579327,0.10921415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977203,0.000016780803,0.0011673582,0.00044445027,0.00032935734,0.00032177015],"domain_scores_gemma":[0.9989573,0.00012741606,0.000222302,0.00027452596,0.0003657837,0.000052677322],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039010288,0.00042044086,0.0009324465,0.0005041898,0.000045819917,0.00005746599,0.00024575557,0.00031534946,0.000024697303],"category_scores_gemma":[0.000006578882,0.00047146686,0.00009707726,0.00059830747,0.000044983404,0.00014879939,0.00011856221,0.00021610117,0.000002068108],"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":[0.00011988005,0.000019668836,0.0000026020577,0.0011105109,0.00027676334,0.000015613461,0.00019861652,0.9112163,0.008959737,0.07765719,0.00022889682,0.00019417769],"study_design_scores_gemma":[0.0006512155,0.00020590794,1.5073061e-7,0.0023788647,0.00006943133,0.000012058429,0.0003021129,0.9579703,0.018345658,0.0020943144,0.017513577,0.00045640834],"about_ca_topic_score_codex":0.0037956068,"about_ca_topic_score_gemma":0.00049682026,"teacher_disagreement_score":0.8770427,"about_ca_system_score_codex":0.0010220407,"about_ca_system_score_gemma":0.00015665205,"threshold_uncertainty_score":0.9997737},"labels":[],"label_agreement":null},{"id":"W4401520894","doi":"10.1007/978-3-031-61660-0_7","title":"Reflective Analysis of a Volunteer-Installed Off-grid PV System for a Remote Peruvian Community Centre","year":2024,"lang":"en","type":"book-chapter","venue":"Innovative renewable energy","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy; SAIT Polytechnic","funders":"","keywords":"Grid; Volunteer; Geography; Remote sensing; Electrical engineering; Engineering; Geodesy","score_opus":0.018614438821698092,"score_gpt":0.24070949178136247,"score_spread":0.2220950529596644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401520894","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032748273,0.0004253735,0.0043788245,0.00010297142,0.00040014333,0.00034700826,0.00086202665,0.00013684884,0.99007195],"genre_scores_gemma":[0.33225098,0.00021004138,0.0010586825,0.0001893872,0.0001489844,0.000025892825,0.0011852782,0.00015598194,0.6647748],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99700207,0.00013300947,0.0008993257,0.0007522232,0.00065276324,0.0005606383],"domain_scores_gemma":[0.9976677,0.0002801501,0.000712743,0.0010629203,0.00011329837,0.00016321291],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00063224434,0.00072119356,0.0012812702,0.00068048766,0.00030109723,0.00004283108,0.00061416446,0.00057151,0.001223048],"category_scores_gemma":[0.000064407366,0.00067004235,0.00052754104,0.0013482962,0.00047593046,0.00017087464,0.00058331655,0.0005381204,0.00005246375],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010373006,0.0004556294,0.00040275787,0.00095508964,0.023054155,0.00014294636,0.0042536324,0.7399786,0.011298493,0.16539119,0.030649366,0.022380805],"study_design_scores_gemma":[0.0012200666,0.00074417953,0.00075287494,0.0014087649,0.0036879242,0.00001562713,0.0012137253,0.0134518845,0.010441774,0.017642042,0.9474424,0.0019787555],"about_ca_topic_score_codex":0.016749943,"about_ca_topic_score_gemma":0.021263598,"teacher_disagreement_score":0.916793,"about_ca_system_score_codex":0.0016243613,"about_ca_system_score_gemma":0.00006999079,"threshold_uncertainty_score":0.99969},"labels":[],"label_agreement":null}]}