{"meta":{"query_hash":"a42ebac8f226","filters":{"venue":"Sustainable Energy Control and Optimization"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/a42ebac8f226","api":"https://metacan.xera.ac/api/v1/cohort?venue=Sustainable+Energy+Control+and+Optimization"},"results":[{"id":"W4417201229","doi":"10.62762/seco.2025.864874","title":"Stochastic Optimal Energy Planning of the Multi-connected Grids by the Presence of Bi-facial PV Panels: Interaction of Micro-nano and Main Grid","year":2025,"lang":"","type":"article","venue":"Sustainable Energy Control and Optimization","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Photovoltaic system; Microgrid; Grid; Greenhouse gas; Linear programming; Constraint (computer-aided design); Solar energy; Energy (signal processing); Renewable energy","score_opus":0.0054977902595894235,"score_gpt":0.2237515596404402,"score_spread":0.21825376938085075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417201229","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21493815,0.0005435543,0.76950866,0.0007478507,0.00006965435,0.000088176384,0.00025780726,0.000231458,0.013614782],"genre_scores_gemma":[0.97645926,0.00016325373,0.021512564,0.00004537995,0.000010180168,0.000050687508,0.00006229392,0.00002033962,0.001676078],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998072,0.000080235906,0.000005502563,0.000036838483,0.000036428264,0.000033858774],"domain_scores_gemma":[0.999676,0.00018977933,0.000059832146,0.000011212479,0.000035011293,0.000028197903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045830262,0.0005917684,0.0007422808,0.0002014804,0.00030564278,0.0009722984,0.0005072586,0.00056837674,0.0015314537],"category_scores_gemma":[0.0010160209,0.0005601763,0.00056550227,0.00042348995,0.00056845153,0.00057883747,0.0006580524,0.00071414065,0.00013592483],"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":[0.000015276633,0.0000044862536,0.00012405665,0.0000082154575,0.0000051509815,0.000024999152,0.000005159433,0.99717134,0.0001556191,0.001196436,0.00007762496,0.0012117012],"study_design_scores_gemma":[0.000001925512,0.0000058401174,0.00004926972,0.0000012782676,0.0000015909527,0.0000023693237,0.0000046167947,0.9990637,0.000054233766,0.00075453665,0.00005964207,0.0000010467927],"about_ca_topic_score_codex":0.01167616,"about_ca_topic_score_gemma":0.012199343,"teacher_disagreement_score":0.01167616,"about_ca_system_score_codex":0.00084793253,"about_ca_system_score_gemma":0.0011196737,"threshold_uncertainty_score":0.023216426},"labels":[],"label_agreement":null},{"id":"W7113904847","doi":"10.62762/seco.2025.754083","title":"Optimized Volt/VAR Control for Inverter-Interfaced Distributed Energy Resources in Compliance with IEEE 1547 Standards","year":2025,"lang":"","type":"article","venue":"Sustainable Energy Control and Optimization","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Distributed generation; Smart grid; Inverter; Grid; Voltage; AC power; Voltage regulation; Stability (learning theory)","score_opus":0.0036779146008821205,"score_gpt":0.20873074772321615,"score_spread":0.20505283312233402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7113904847","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019226281,0.00012481576,0.97574615,0.000077216864,0.00002254433,0.00004294382,0.000033640994,0.00020948866,0.004516946],"genre_scores_gemma":[0.9369743,0.00012697623,0.0606145,0.000051847914,0.00002033302,0.00010073589,0.00008348837,0.000067233515,0.0019606424],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995839,0.00012965314,0.00001654587,0.00007348879,0.00014862113,0.000047833066],"domain_scores_gemma":[0.9997323,0.000110842346,0.000048770653,0.000020694248,0.000076875396,0.000010516208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077590323,0.00070064835,0.00060905004,0.0002683086,0.00021491315,0.0008870494,0.00051845715,0.00041035473,0.0014616987],"category_scores_gemma":[0.0010439433,0.00029638177,0.00031374744,0.00032268037,0.0003670384,0.00042507402,0.00046216586,0.0006650593,0.00024984637],"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":[0.00003008206,0.000019804867,0.00014293093,0.000028063265,0.000009399353,0.00002066524,0.00001837088,0.979652,0.0018489705,0.0033747214,0.0004680245,0.014386992],"study_design_scores_gemma":[0.000003317889,0.000016650833,0.000037396483,0.0000019623826,0.0000015768263,0.0000030383546,0.0000024879196,0.99888164,0.00024044602,0.0006395271,0.0001706171,0.0000013343125],"about_ca_topic_score_codex":0.0033925683,"about_ca_topic_score_gemma":0.0034663985,"teacher_disagreement_score":0.0033925683,"about_ca_system_score_codex":0.000536972,"about_ca_system_score_gemma":0.0007569946,"threshold_uncertainty_score":0.0067456365},"labels":[],"label_agreement":null}]}