{"id":"W4404411415","doi":"10.1109/pvsc57443.2024.10748941","title":"Network Orientation and Advanced Inverter Function Assessment for High Variability Irradiance Data","year":2024,"lang":"en","type":"article","venue":"","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Irradiance; Orientation (vector space); Function (biology); Inverter; Computer science; Engineering; Optics; Physics; Electrical engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004000915,0.00008191552,0.00007517719,0.00003069194,0.00003192043,0.00006818071,0.00008770801,0.00004359009,0.00003935594],"category_scores_gemma":[0.00001613667,0.00007726371,0.000007755141,0.0001571973,0.00001193359,0.0002404196,0.00004201067,0.0001247687,0.00000770452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008563895,"about_ca_system_score_gemma":0.00001608724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005958739,"about_ca_topic_score_gemma":0.000007183711,"domain_scores_codex":[0.9993532,0.00000840114,0.0001074776,0.0002573402,0.0000932808,0.0001803409],"domain_scores_gemma":[0.9994393,0.0001782565,0.00000352628,0.0003161369,0.00001586285,0.00004692896],"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":[0.00003071602,0.00001869256,0.0005317543,0.001698653,0.0001580469,0.000001824327,0.00007005074,0.546575,0.009336065,0.1406205,0.04617976,0.2547789],"study_design_scores_gemma":[0.000148147,0.00002410022,0.004681794,0.00002185709,0.00001286626,6.915907e-7,0.000008091796,0.9766551,0.00009409794,0.006185362,0.01206912,0.00009874169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009473482,0.0002299366,0.9867929,0.0001186427,0.001005333,0.000347349,0.00003028963,0.000524836,0.001477224],"genre_scores_gemma":[0.9461645,0.00004135898,0.05307478,0.00002481183,0.000217581,0.0001257735,0.0001777516,0.00002889054,0.0001445391],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.936691,"threshold_uncertainty_score":0.3150723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02000529669535922,"score_gpt":0.2904628104013716,"score_spread":0.2704575137060124,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}