{"meta":{"query_hash":"aab71cebab50","filters":{"venue":"Energy Storage and Saving"},"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/aab71cebab50","api":"https://metacan.xera.ac/api/v1/cohort?venue=Energy+Storage+and+Saving"},"results":[{"id":"W4285405215","doi":"10.1016/j.enss.2022.07.002","title":"Energy storage systems: a review","year":2022,"lang":"en","type":"review","venue":"Energy Storage and Saving","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":831,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Renewable energy; Natural resource economics; Environmental science; Greenhouse gas; Energy storage; Environmental economics; Wind power; Engineering; Economics; Ecology; Power (physics)","score_opus":0.035769795557188316,"score_gpt":0.2706986833044818,"score_spread":0.2349288877472935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285405215","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00043784583,0.99564445,0.00041166265,0.00018606689,0.00030080052,0.000014051261,0.000087662076,0.000017685432,0.0028997692],"genre_scores_gemma":[0.0025898842,0.9951067,0.00046740894,0.00013659807,0.00017204511,0.000014819232,0.00012733116,0.0000043463097,0.001380846],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99979573,0.000022960694,0.000037741047,0.00004747011,0.00007719523,0.000018872115],"domain_scores_gemma":[0.9997576,0.00010729933,0.00003395387,0.000009245975,0.00008112002,0.000010767477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003446205,0.0009103002,0.0010806497,0.0022328512,0.0003829826,0.0011439648,0.0007883372,0.000763556,0.00694082],"category_scores_gemma":[0.0005732302,0.00037118758,0.00075300323,0.003152476,0.00024533953,0.0018503924,0.0005927001,0.00088045606,0.0025055169],"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":[0.000081128186,0.00009403938,0.00024294801,0.04388741,0.0001201207,0.00017350198,0.00008207847,0.0011339622,0.0041799466,0.0069033843,0.030422725,0.91267884],"study_design_scores_gemma":[0.000007458057,0.00013746165,0.00049433013,0.004919887,0.00015042238,0.00074673205,0.00005977013,0.00037249838,0.0014362079,0.0018433669,0.98980576,0.000026119904],"about_ca_topic_score_codex":0.0009617429,"about_ca_topic_score_gemma":0.0012984533,"teacher_disagreement_score":0.00694082,"about_ca_system_score_codex":0.000394636,"about_ca_system_score_gemma":0.0008502006,"threshold_uncertainty_score":0.023219347},"labels":[],"label_agreement":null},{"id":"W4401845127","doi":"10.1016/j.enss.2024.06.001","title":"Passive application of phase change materials (PCMs) for the Trombe wall: a review","year":2024,"lang":"en","type":"review","venue":"Energy Storage and Saving","topic":"Solar Energy Systems and Technologies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Henan Provincial Science and Technology Research Project; Beijing Municipal Science and Technology Commission; Ministry of Science and Technology of the People's Republic of China; National Natural Science Foundation of China","keywords":"Materials science; Architectural engineering; Environmental science; Engineering","score_opus":0.04258646420968171,"score_gpt":0.306626117666138,"score_spread":0.2640396534564563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401845127","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007892585,0.9967012,0.00037220435,0.00012868756,0.00016599987,0.000011463169,0.000040708,0.000011134755,0.0017794393],"genre_scores_gemma":[0.0026261117,0.99591845,0.0004131893,0.00007516008,0.00008061693,0.0000106136695,0.000041665186,0.0000023902387,0.0008319336],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99980634,0.000026241076,0.000028330081,0.000041882842,0.00007783313,0.000019415167],"domain_scores_gemma":[0.99976593,0.0001161617,0.000046471923,0.0000073630235,0.00005331494,0.000010806864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003483664,0.00088401197,0.0009139015,0.0024247805,0.0002856165,0.00081562554,0.00060074904,0.0008301115,0.003562868],"category_scores_gemma":[0.0004786596,0.00031953093,0.0007552782,0.0020494743,0.0002413271,0.0011901798,0.00043030904,0.0007605216,0.0010801341],"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":[0.00006514382,0.00015505179,0.00038188908,0.08108189,0.00015842628,0.00029603473,0.00012949911,0.0010577891,0.016320365,0.0058215694,0.015210026,0.8793223],"study_design_scores_gemma":[0.000007675239,0.00021708736,0.0012450957,0.0056995726,0.00026408158,0.0011250541,0.00010386624,0.0003378135,0.005836262,0.0012420993,0.98389167,0.000029622464],"about_ca_topic_score_codex":0.00078648125,"about_ca_topic_score_gemma":0.001452667,"teacher_disagreement_score":0.003562868,"about_ca_system_score_codex":0.00027426396,"about_ca_system_score_gemma":0.0007982418,"threshold_uncertainty_score":0.011918962},"labels":[],"label_agreement":null},{"id":"W4403427856","doi":"10.1016/j.enss.2024.09.003","title":"Prediction of room temperature in Trombe solar wall systems using machine learning algorithms","year":2024,"lang":"en","type":"article","venue":"Energy Storage and Saving","topic":"Solar Energy Systems and Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Algorithm; Machine learning; Environmental science; Artificial intelligence; Materials science","score_opus":0.01104253193909402,"score_gpt":0.19268186121572856,"score_spread":0.18163932927663454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403427856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85256,0.0002845557,0.14420785,0.00008920872,0.000020933303,0.000050546085,0.00019668911,0.00067597156,0.0019142565],"genre_scores_gemma":[0.9819468,0.000055834815,0.017398614,0.0000060050124,0.0000025800255,0.000028957826,0.00012027114,0.000015593681,0.0004252571],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99981576,0.000046571717,0.000010790987,0.00005850991,0.000049478884,0.000018909372],"domain_scores_gemma":[0.9994417,0.00034777474,0.00007323872,0.000031159714,0.00009322582,0.000012983903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042169588,0.0004890945,0.0005134485,0.0004621714,0.0003081394,0.0005527839,0.00039638035,0.00044423385,0.00062323856],"category_scores_gemma":[0.001450392,0.00022669381,0.00039610706,0.0004444956,0.00016404524,0.00045546825,0.00021080585,0.00046123815,0.0002455024],"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":[0.00015249432,0.000055377357,0.0093696,0.00006317505,0.000033318738,0.000050116378,0.00004151498,0.9496987,0.008971624,0.00021245667,0.00022513636,0.031126529],"study_design_scores_gemma":[0.000002089333,0.000019464876,0.0020252683,0.0000027550857,0.0000027709327,0.000004360794,0.0000073336996,0.99596184,0.0018537786,0.00006259481,0.000053283096,0.000004514113],"about_ca_topic_score_codex":0.008879744,"about_ca_topic_score_gemma":0.00896252,"teacher_disagreement_score":0.008879744,"about_ca_system_score_codex":0.0004988439,"about_ca_system_score_gemma":0.00038887473,"threshold_uncertainty_score":0.017656147},"labels":[],"label_agreement":null},{"id":"W4412494826","doi":"10.1016/j.enss.2025.03.003","title":"Computational fluid dynamics challenges in packed bed of rocks: a technical note on volume averaging method","year":2025,"lang":"en","type":"article","venue":"Energy Storage and Saving","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Volume (thermodynamics); Dynamics (music); Computational fluid dynamics; Mechanics; Geology; Statistical physics; Computer science; Physics; Thermodynamics; Acoustics","score_opus":0.014642971051973677,"score_gpt":0.26682853499692816,"score_spread":0.2521855639449545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412494826","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0053200847,0.004737491,0.9820693,0.0015099809,0.0005890715,0.00006543144,0.00011797941,0.0002410901,0.0053494684],"genre_scores_gemma":[0.20464608,0.016627507,0.7641826,0.00077683537,0.0015064754,0.0006856764,0.00047512678,0.00054067344,0.010558997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992943,0.00024518443,0.000041314393,0.000076592376,0.0003016263,0.00004094467],"domain_scores_gemma":[0.9987864,0.0007492451,0.00008506397,0.00010982165,0.00020836294,0.00006114716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012826791,0.00073354767,0.00093637337,0.00051260466,0.0006544293,0.0015198627,0.0015298532,0.0011260991,0.0017480188],"category_scores_gemma":[0.003157521,0.00046072557,0.0011131979,0.0007551411,0.0010691936,0.0015148296,0.0018356442,0.0024215034,0.00059860514],"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":[0.000045935976,0.000059132668,0.0009842089,0.00041603364,0.00006412819,0.00023592521,0.00017784003,0.6273833,0.0083647305,0.26797256,0.0049677617,0.08932849],"study_design_scores_gemma":[0.0000048349857,0.000013240605,0.000084583764,0.000025210646,0.0000058497862,0.00002202637,0.000009546942,0.97094786,0.00078482454,0.020569552,0.007518969,0.000013418597],"about_ca_topic_score_codex":0.0051097763,"about_ca_topic_score_gemma":0.0030706879,"teacher_disagreement_score":0.0051097763,"about_ca_system_score_codex":0.0006629805,"about_ca_system_score_gemma":0.0012727991,"threshold_uncertainty_score":0.010160089},"labels":[],"label_agreement":null}]}