{"id":"W4210579153","doi":"10.1002/9781119736592.ch1","title":"Introduction","year":2022,"lang":"en","type":"other","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Photovoltaic system; Scale (ratio); Solar energy; Power station; Grid-connected photovoltaic power system; Transmission (telecommunications); Solar power; Environmental science; Power (physics); Electrical engineering; Engineering; Physics; Maximum power point tracking","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000452207,0.001218066,0.0007612268,0.001363028,0.00140028,0.004338831,0.001793272,0.001898905,0.3872937],"category_scores_gemma":[0.001824016,0.0004044732,0.0005676197,0.001928134,0.0006328645,0.003509452,0.001881743,0.001739955,0.2397659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499412,"about_ca_system_score_gemma":0.001568863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00259007,"about_ca_topic_score_gemma":0.003513809,"domain_scores_codex":[0.9993522,0.00005473501,0.00002829926,0.0001454376,0.0003587873,0.00006048638],"domain_scores_gemma":[0.9993924,0.00009606772,0.00003562539,0.00008415589,0.0003120113,0.00007969658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005650854,0.00006587442,0.0003146417,0.0005608347,0.000009350021,0.000188033,0.0002404683,0.001129446,0.001437001,0.06626958,0.6529413,0.276787],"study_design_scores_gemma":[0.000001729995,0.000009390831,0.0001080268,0.00009501316,0.000001810749,0.0001035256,0.0000519535,0.0001550891,0.0001732322,0.004792383,0.9945034,0.000004553425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001065338,0.01018657,0.01614642,0.0028844,0.004860654,0.0001717338,0.002625861,0.001778471,0.9602805],"genre_scores_gemma":[0.005264045,0.008374627,0.006752374,0.0009683183,0.0009517162,0.00009419628,0.002640763,0.0005155182,0.9744385],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6127063,"threshold_uncertainty_score":0.8739512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006861461041406245,"score_gpt":0.2199161060215829,"score_spread":0.2130546449801766,"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."}}