{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"7952d02b47cd","filters":{"venue":"Discover Energy"}},"results":[{"id":"W4403426390","doi":"10.1007/s43937-024-00036-6","title":"Techno economic analysis of electrolytic hydrogen production by alkaline and PEM electrolysers using MCDM methods","year":2024,"lang":"en","type":"article","venue":"Discover Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Hydrogen production; Multiple-criteria decision analysis; Production (economics); Electrolyte; Chemistry; Hydrogen; Engineering; Economics; Organic chemistry; Operations research; Electrode; Macroeconomics","authors":[{"name":"Solmaz Shanian","is_ca":true},{"name":"O. Savadogo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00918144004811836,"gpt":0.2906759088297626,"spread":0.2814944687816442,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001614264,0.0005108765,0.0004868386,0.001897009,0.0003824747,0.001117344,0.0004780933,0.0005745416,0.001360447],"category_scores_gemma":[0.002058189,0.0002853685,0.0008481778,0.00126914,0.0003865285,0.000572581,0.00048666,0.0003925309,0.00007533529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001345286,"about_ca_system_score_gemma":0.0008920892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006494226,"about_ca_topic_score_gemma":0.009884087,"domain_scores_codex":[0.9992513,0.0003309259,0.00003539929,0.00004393379,0.0002889847,0.00004940353],"domain_scores_gemma":[0.9991971,0.0005546432,0.00007206354,0.00002631207,0.000134458,0.00001549251],"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":[0.000121928,0.0001251059,0.005254378,0.0003835698,0.00011824,0.000221927,0.0001037609,0.917399,0.006452356,0.020143,0.000413958,0.04926278],"study_design_scores_gemma":[0.000008417054,0.0000562194,0.001448158,0.00001747559,0.0000195561,0.00002453918,0.0001274282,0.9923095,0.002149495,0.003055956,0.0007727866,0.00001041294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3485055,0.0008353745,0.6225849,0.0004218067,0.00005840923,0.0003853238,0.000523141,0.00008554055,0.02659998],"genre_scores_gemma":[0.9073134,0.0004585137,0.09044962,0.00002148911,0.000007963038,0.0001603676,0.0001005159,0.000009470664,0.001478673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006494226,"threshold_uncertainty_score":0.01291287,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406095346","doi":"10.1007/s43937-025-00064-w","title":"Evaluating renewable energy adoption in G7 countries: a TOPSIS-based multi-criteria decision analysis","year":2025,"lang":"en","type":"article","venue":"Discover Energy","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","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":"","keywords":"Renewable energy; Per capita; TOPSIS; Natural resource economics; Fossil fuel; Gross domestic product; Economics; Global warming; Sustainability; Ranking (information retrieval); Environmental economics; Population; Climate change; Economic growth; Engineering; Ecology","authors":[{"name":"Hossein Yousefi","is_ca":false},{"name":"Mahmood Abdoos","is_ca":false},{"name":"Roghayeh Ghasempour","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03227462368129615,"gpt":0.2851577972525248,"spread":0.2528831735712287,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006259792,0.001758386,0.001727331,0.005794945,0.001108428,0.003832999,0.001100848,0.001154977,0.00345837],"category_scores_gemma":[0.00721697,0.0006732634,0.003573659,0.005027789,0.0007250724,0.001090105,0.001579738,0.001208074,0.0002943175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002713744,"about_ca_system_score_gemma":0.003124767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01554773,"about_ca_topic_score_gemma":0.01079791,"domain_scores_codex":[0.9951335,0.002899951,0.0004129414,0.0002788084,0.0008942002,0.0003805328],"domain_scores_gemma":[0.9959856,0.002616137,0.0002831217,0.00006474668,0.0008662738,0.0001840366],"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":[0.001007445,0.0009231074,0.03591087,0.001846802,0.001948877,0.001102204,0.001624961,0.8397374,0.004242274,0.004936855,0.002185336,0.1045339],"study_design_scores_gemma":[0.0000701871,0.0009355015,0.00858372,0.0001462962,0.000288967,0.00005584949,0.002878123,0.9822611,0.001236456,0.002628213,0.0008353702,0.00008031351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8684572,0.0006127208,0.1205235,0.0004833406,0.00007088498,0.001366419,0.0008681589,0.0002081576,0.007409656],"genre_scores_gemma":[0.9424335,0.0004219969,0.05498286,0.00004225355,0.00001232263,0.000552904,0.0007961088,0.00001272877,0.0007453153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01554773,"threshold_uncertainty_score":0.03310531,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409853429","doi":"10.1007/s43937-025-00071-x","title":"The effects of tourism, energy consumption, and technological innovation on environmental quality amid geopolitical risk in Canada","year":2025,"lang":"en","type":"article","venue":"Discover Energy","topic":"Energy, Environment, and Transportation Policies","field":"Energy","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":"Geopolitics; Tourism; Consumption (sociology); Energy consumption; Quality (philosophy); Environmental quality; Business; Natural resource economics; Energy (signal processing); Regional science; Economic geography; Environmental economics; Environmental planning; Economy; Economics; Political science; Geography; Engineering; Sociology; Social science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.00480875313840366,"gpt":0.2204718636014703,"spread":0.2156631104630666,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005109488,0.0002393982,0.0003568977,0.001086815,0.001636154,0.001776831,0.0005598681,0.0003502599,0.001727631],"category_scores_gemma":[0.002270742,0.0001675567,0.0007684138,0.003178541,0.0008377619,0.0004158175,0.001189252,0.0008015429,0.00009288303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03153967,"about_ca_system_score_gemma":0.04687748,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9963176,"about_ca_topic_score_gemma":0.9974864,"domain_scores_codex":[0.9993384,0.00006276176,0.00002729398,0.00007501448,0.0001965273,0.0002999583],"domain_scores_gemma":[0.9980774,0.0003055363,0.0003426713,0.00007145388,0.0007899771,0.000412904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001717823,0.00009546402,0.9720126,0.00005552914,0.0002041618,0.0004074701,0.0007851927,0.009963526,0.0003666598,0.00289507,0.00211866,0.01092387],"study_design_scores_gemma":[0.00001084884,0.00002190319,0.9830141,0.00004086213,0.0001136542,0.00004207337,0.003165185,0.009305906,0.0003428527,0.0003823807,0.003528011,0.00003232745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931137,0.000468609,0.000173842,0.0008288797,0.00000755803,0.00001483017,0.001775791,0.00001217961,0.003604525],"genre_scores_gemma":[0.997261,0.0004619792,0.0001196444,0.00004690643,0.00000240969,0.000004361322,0.0006978911,0.000003871342,0.001401889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03153967,"threshold_uncertainty_score":0.2288374,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414895089","doi":"10.1007/s43937-025-00086-4","title":"A state-of-the-art review on battery cell balancing strategies","year":2025,"lang":"en","type":"article","venue":"Discover Energy","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Danske Maritime Fond","keywords":"Battery pack; Battery (electricity); Reinforcement learning; Renewable energy; Key (lock); Energy management; Overcharge; Grid; Energy storage","authors":[{"name":"Ashkan Safari","is_ca":true},{"name":"Frede Blaabjerg","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006348181483333053,"gpt":0.2451282353692297,"spread":0.2387800538858967,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003998629,0.0008702778,0.0009679935,0.00172558,0.0003554517,0.001305642,0.001020218,0.0008918021,0.008584836],"category_scores_gemma":[0.0008156893,0.0003505753,0.0008342131,0.002482618,0.0002669073,0.002095593,0.0005809817,0.0006973409,0.003007035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004205343,"about_ca_system_score_gemma":0.0007753337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008851194,"about_ca_topic_score_gemma":0.001220051,"domain_scores_codex":[0.9997497,0.00002813819,0.00003791391,0.00006347611,0.0000970274,0.000023718],"domain_scores_gemma":[0.9996709,0.000162094,0.00003868527,0.0000155883,0.00009900464,0.00001373109],"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":[0.00009600417,0.00009429888,0.0004292768,0.03095363,0.0001187792,0.0002746276,0.0001162873,0.002895606,0.006633565,0.01478184,0.0403642,0.9032419],"study_design_scores_gemma":[0.000006409797,0.0001466887,0.0005756331,0.003088376,0.0001978587,0.0007177283,0.0000890033,0.001132017,0.002917073,0.003918456,0.9871765,0.00003440319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0013212,0.9836886,0.003718384,0.0005082018,0.0007005351,0.00002367519,0.000177328,0.00006162778,0.009800552],"genre_scores_gemma":[0.007296876,0.9868287,0.001783368,0.0003390294,0.0004173825,0.00002618361,0.0002864885,0.0000167419,0.003005121],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008584836,"threshold_uncertainty_score":0.02871913,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}