{"id":"W4386985365","doi":"10.1002/solr.202300497","title":"Firm Photovoltaic Power Generation: Overview and Economic Outlook","year":2023,"lang":"en","type":"article","venue":"Solar RRL","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Merck Canada Inc. (Canada)","funders":"Bundesamt für Energie","keywords":"Photovoltaic system; Environmental economics; Dilemma; Renewable energy; Flexibility (engineering); Electricity market; Business; Electricity generation; Production (economics); Distributed generation; Energy storage; Electricity; Industrial organization; Computer science; Economics; Power (physics); Microeconomics; Electrical engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001001141,0.0001053066,0.0001106481,0.00007754975,0.00005065628,0.00005061763,0.00005113556,0.000081431,0.0001894506],"category_scores_gemma":[0.000006772219,0.0001092576,0.00002711139,0.0001027523,0.000009870984,0.0001384038,0.00001576786,0.00007065359,0.0006808938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007273728,"about_ca_system_score_gemma":0.00001352491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006353243,"about_ca_topic_score_gemma":0.0001606383,"domain_scores_codex":[0.9995139,0.00001496849,0.0001475784,0.0001279708,0.00004730126,0.0001483205],"domain_scores_gemma":[0.9997675,0.000009719021,0.00001558054,0.000151106,0.00001664786,0.0000393977],"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":[0.00000308809,0.000006942681,0.001027151,0.0001052836,0.0001344847,0.00001825217,0.0008741885,0.864455,0.03013748,0.00349068,0.09844946,0.001297929],"study_design_scores_gemma":[0.0002109709,0.0000173402,0.0006618551,0.00003198739,0.00001045673,0.00001077796,0.00006169071,0.8900625,0.007676073,0.00006001502,0.1009643,0.0002319596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545068,0.005525123,0.004642684,0.0001320595,0.004196266,0.0004299103,0.00005643339,0.00217374,0.02833701],"genre_scores_gemma":[0.9964124,0.0006978375,0.0003602085,0.00005594957,0.0001945669,0.00003257351,0.00009077545,0.00005349433,0.002102226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0419056,"threshold_uncertainty_score":0.8751739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719780845659034,"score_gpt":0.2181645024798318,"score_spread":0.2009666940232415,"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."}}