{"id":"W4386304414","doi":"10.18280/mmep.100416","title":"Optimization of Photovoltaic Thermal Collectors Using Fins: A Review of Strategies for Enhanced Solar Energy Harvesting","year":2023,"lang":"en","type":"review","venue":"Mathematical Modelling and Engineering Problems","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi","keywords":"Photovoltaic system; Thermal; Solar energy; Engineering physics; Photovoltaic thermal hybrid solar collector; Materials science; Environmental science; Thermal energy; Mechanical engineering; Engineering; Electrical engineering; Physics; Meteorology; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004916316,0.001026466,0.001539862,0.00165185,0.0002578412,0.000919576,0.0008558602,0.001004469,0.002747391],"category_scores_gemma":[0.0005782006,0.0006075603,0.001154642,0.002250349,0.0002936496,0.001122712,0.0004339207,0.0009259811,0.0009867708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003965175,"about_ca_system_score_gemma":0.0006740926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009681038,"about_ca_topic_score_gemma":0.001511223,"domain_scores_codex":[0.9998006,0.0000269511,0.00002670174,0.00005000812,0.00007787806,0.00001795955],"domain_scores_gemma":[0.9997585,0.0001339092,0.0000399536,0.000008850321,0.00005024848,0.000008500482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009217046,0.0002206753,0.000337825,0.07273825,0.0003230966,0.0002708164,0.0001125593,0.008267644,0.01141049,0.01434827,0.01078458,0.8810936],"study_design_scores_gemma":[0.00003486671,0.0006133486,0.001590795,0.009786158,0.0006572619,0.001285654,0.0001602589,0.00415903,0.009350631,0.006054834,0.9662144,0.00009274391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00064712,0.9967363,0.001088347,0.00009383422,0.00006956481,0.00001056164,0.00002212831,0.00001065348,0.001321514],"genre_scores_gemma":[0.003777071,0.9941236,0.001242433,0.00006612091,0.00005892099,0.00001748165,0.0000356326,0.000004454018,0.0006741436],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002747391,"threshold_uncertainty_score":0.009190917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0943462755849098,"score_gpt":0.2847472254832148,"score_spread":0.1904009498983051,"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."}}