{"id":"W4367297479","doi":"10.3390/en16093795","title":"Systematic Literature Review on Fuzzy Hybrid Methods in Photovoltaic Solar Energy: Opportunities, Challenges, and Guidance for Implementation","year":2023,"lang":"en","type":"article","venue":"Energies","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Instituto Tecnológico y de Estudios Superiores de Monterrey; Canada First Research Excellence Fund; University of Alberta","keywords":"Fuzzy logic; Photovoltaic system; Renewable energy; Hybrid system; Computer science; Neuro-fuzzy; Fuzzy control system; Control engineering; Systems engineering; Artificial intelligence; Engineering; Machine learning","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01119223,0.001112639,0.003708421,0.01527413,0.0006868136,0.00264288,0.001488049,0.001797572,0.004287198],"category_scores_gemma":[0.03497772,0.0007602633,0.004428487,0.0125402,0.0009484035,0.002626705,0.001426408,0.001187917,0.0004405044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002404885,"about_ca_system_score_gemma":0.01636063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00617788,"about_ca_topic_score_gemma":0.02138138,"domain_scores_codex":[0.9950644,0.001853375,0.001672089,0.0003162446,0.0009680953,0.0001257672],"domain_scores_gemma":[0.9676867,0.02456924,0.003107626,0.0004604322,0.003893428,0.0002826327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001054084,0.00004087454,0.0008005857,0.6883573,0.002170916,0.0001820185,0.0004372646,0.0005157295,0.0003193704,0.002475181,0.005049402,0.2995459],"study_design_scores_gemma":[0.00006061947,0.0001873967,0.002304371,0.9066824,0.01010355,0.0004023459,0.000553938,0.0002627694,0.0002783037,0.001966061,0.07715468,0.00004359695],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004522486,0.9973477,0.0006580981,0.000663719,0.0001693698,0.0001178073,0.0001037974,0.000007745849,0.0004794156],"genre_scores_gemma":[0.005762258,0.9906231,0.002549777,0.0005225856,0.00009111609,0.0002243499,0.00009774538,0.000004281485,0.0001246976],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01527413,"threshold_uncertainty_score":0.05919087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07035182910533087,"score_gpt":0.3530871383377263,"score_spread":0.2827353092323954,"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."}}