{"id":"W4410036385","doi":"10.1007/978-981-96-2612-0_6","title":"Optimal Placement of Photovoltaic Systems in Multi-Energy Systems","year":2025,"lang":"en","type":"book-chapter","venue":"Power systems","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Photovoltaic system; Energy (signal processing); Computer science; Architectural engineering; Environmental science; Engineering; Electrical engineering; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005241311,0.0009430792,0.00174823,0.0007877352,0.00004498987,0.0001547113,0.0005483394,0.0009941082,0.00004230475],"category_scores_gemma":[0.00002425583,0.001034179,0.0002827003,0.0001775679,0.00007199011,0.0001530767,0.0001416998,0.0005717683,0.0001076298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332371,"about_ca_system_score_gemma":0.0001412676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001743446,"about_ca_topic_score_gemma":0.00005217579,"domain_scores_codex":[0.9957824,0.0000772682,0.00199077,0.0007056057,0.0007534226,0.000690536],"domain_scores_gemma":[0.9979554,0.0001176258,0.0004530663,0.001012342,0.0002811404,0.0001804336],"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":[0.00007053126,0.00009782569,0.00006383559,0.007344039,0.000855735,0.0001357603,0.0001849145,0.9147469,0.001070012,0.04280017,0.03260314,0.00002707864],"study_design_scores_gemma":[0.001516365,0.0001912742,0.00001692712,0.009073606,0.0001646006,0.00005506982,0.0003801525,0.6198717,0.0001381563,0.000004094875,0.3671995,0.001388554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006229901,0.1302766,0.1347523,0.000006971534,0.04073568,0.005196573,0.004844916,0.001405409,0.6821585],"genre_scores_gemma":[0.7981954,0.0004518082,0.00008408546,0.000004537447,0.0001742211,0.0004449464,0.0006342499,0.0002598782,0.1997509],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7975724,"threshold_uncertainty_score":0.9992108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314763545194639,"score_gpt":0.2144360304333299,"score_spread":0.2012883949813835,"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."}}