{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002684245,0.0002175463,0.0001369696,0.0002285524,0.0001069348,0.0003180732,0.0002566685,0.0002088914,0.0007211699],"category_scores_gemma":[0.001204526,0.000056643,0.00008779587,0.0003389436,0.00009124576,0.0003681096,0.0001500549,0.000165896,0.000144899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003351287,"about_ca_system_score_gemma":0.0001710656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004745567,"about_ca_topic_score_gemma":0.008306617,"domain_scores_codex":[0.999818,0.00004709119,0.000008318489,0.00003186018,0.00006977291,0.00002500243],"domain_scores_gemma":[0.9995888,0.0001093695,0.00007203475,0.00004399509,0.0001649093,0.00002090501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001162318,0.0003319807,0.1875701,0.0001362072,0.00007511595,0.0008021812,0.0001731349,0.4825106,0.1891904,0.001748673,0.001170583,0.1351288],"study_design_scores_gemma":[0.00002521215,0.0006783479,0.1780546,0.00001158505,0.00003672006,0.0003993496,0.0001823495,0.763912,0.05416064,0.0005586211,0.001955505,0.00002503193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684319,0.00003978376,0.02914099,0.00002814096,0.000008654378,0.00002508855,0.0002491311,0.0001358112,0.001940453],"genre_scores_gemma":[0.9951384,0.00002299041,0.004384055,0.00000527237,0.000001366085,0.000004873807,0.0001870149,0.000009628736,0.0002464024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004745567,"threshold_uncertainty_score":0.009435892,"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."}}