{"id":"W4410034698","doi":"10.1007/978-981-96-2612-0_5","title":"Short-Term Prediction of Photovoltaic Power Generation","year":2025,"lang":"en","type":"book-chapter","venue":"Power systems","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Term (time); Photovoltaic system; Environmental science; Computer science; Engineering; Electrical engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0001411792,0.0003457201,0.0002837126,0.0002024722,0.0001427212,0.0005020758,0.000515716,0.0005163577,0.002844219],"category_scores_gemma":[0.0007429945,0.0001825314,0.0002579907,0.0004019536,0.0001316113,0.0007579871,0.0001589569,0.0005491692,0.001072403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002801864,"about_ca_system_score_gemma":0.0001821615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004119878,"about_ca_topic_score_gemma":0.005601172,"domain_scores_codex":[0.9999473,0.000009776869,0.000002010737,0.00001228506,0.00002390626,0.000004589787],"domain_scores_gemma":[0.9997825,0.0001471245,0.00001013127,0.00001799427,0.00003503664,0.000007182283],"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":[0.00005893216,0.0000332876,0.002787848,0.00007968961,0.00002811688,0.00007548437,0.00001498395,0.9033256,0.002906201,0.00528575,0.00592569,0.07947838],"study_design_scores_gemma":[0.000001951541,0.00001415443,0.00234717,0.00001077377,0.000005538117,0.00002811045,0.000006821947,0.9884093,0.00164202,0.005681941,0.001845986,0.000006273092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.290341,0.008666132,0.6033989,0.001224521,0.0008911803,0.0000463313,0.005460034,0.002123155,0.08784879],"genre_scores_gemma":[0.9370805,0.002566381,0.02077318,0.00006911989,0.0001886688,0.00003490907,0.00269742,0.0002009562,0.0363889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004119878,"threshold_uncertainty_score":0.009514868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714952842695946,"score_gpt":0.2344838433494371,"score_spread":0.2073343149224777,"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."}}