{"id":"W2011444891","doi":"10.1016/j.applthermaleng.2010.12.037","title":"Performance evaluation of a double pass PV/T solar air heater with and without fins","year":2011,"lang":"en","type":"article","venue":"Applied Thermal Engineering","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":295,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermal; Materials science; Heat transfer; Airflow; Photovoltaic system; Volumetric flow rate; Thermal efficiency; Fin; Mechanics; Electrical engineering; Composite material; Mechanical engineering; Meteorology; Engineering; Chemistry","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":[0.0001880836,0.0003043991,0.000553286,0.000191347,0.0004213515,0.0003319058,0.0006373412,0.0006304916,0.002107156],"category_scores_gemma":[0.0003079676,0.0001811937,0.0003900539,0.0001778257,0.0001688165,0.0004746144,0.0002089542,0.0002123258,0.0003685677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000246265,"about_ca_system_score_gemma":0.000255014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002062996,"about_ca_topic_score_gemma":0.00202296,"domain_scores_codex":[0.9998322,0.00001298311,0.000008676569,0.00006151714,0.00005342179,0.00003124818],"domain_scores_gemma":[0.9997652,0.00005501894,0.00002782428,0.00003024996,0.00009924721,0.00002249646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003270018,0.0001345312,0.002710055,0.0002868828,0.00008716401,0.0001106494,0.00008645115,0.01071682,0.9630299,0.0001358711,0.0003461015,0.01908553],"study_design_scores_gemma":[0.00009312714,0.003014222,0.01675737,0.00001263265,0.0001266524,0.0002094336,0.00006873152,0.05549549,0.9229059,0.00004288346,0.001248687,0.00002498428],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936861,0.0002207403,0.004551766,0.00002884063,0.00003245346,0.00001501739,0.000108156,0.0002975836,0.001059202],"genre_scores_gemma":[0.9968515,0.00005367741,0.001243472,0.00001313604,0.00000558915,0.000006269528,0.00005495888,0.00001343125,0.001758066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002107156,"threshold_uncertainty_score":0.007049084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02545040879261427,"score_gpt":0.1990721405237756,"score_spread":0.1736217317311613,"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."}}