{"id":"W2048721318","doi":"10.1115/imece2008-69125","title":"Investigation of Vegetable Oil as Thermal Fluid in Parabolic Solar Collector","year":2008,"lang":"en","type":"article","venue":"Volume 10: Heat Transfer, Fluid Flows, and Thermal Systems, Parts A, B, and C","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Parabolic trough; Renewable energy; Environmental science; Solar energy; Fossil fuel; Canola; Photovoltaic thermal hybrid solar collector; Thermal; Photovoltaic system; Vegetable oil; Thermal energy; Solar air conditioning; Heat transfer fluid; Waste management; Process engineering; Engineering; Meteorology; Chemistry; Electrical engineering; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006908879,0.0005475698,0.001066076,0.0002174608,0.0004357839,0.00008028062,0.0002333898,0.0004025672,0.0003545296],"category_scores_gemma":[0.00002529902,0.0004838013,0.0001583085,0.0003898348,0.0003252852,0.000364739,0.00003110668,0.0002441463,0.00008768701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005715315,"about_ca_system_score_gemma":0.0001583683,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03475152,"about_ca_topic_score_gemma":0.001068089,"domain_scores_codex":[0.9963459,0.0006220856,0.001091808,0.0006584513,0.0004891804,0.0007925152],"domain_scores_gemma":[0.9988521,0.0001279694,0.00005632049,0.0004312852,0.0001229965,0.0004093628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001212244,0.0002952069,0.1416908,0.001874336,0.0004765467,0.0001751162,0.01879503,0.004013451,0.8260902,0.002064602,0.0007758361,0.002536678],"study_design_scores_gemma":[0.02744927,0.003392479,0.3675088,0.003414666,0.0007760338,0.002264351,0.004052706,0.08852774,0.2321086,0.0002568544,0.2640885,0.00616007],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690965,0.02395451,0.00002693062,0.00004471115,0.0006708701,0.0005516373,0.00007115611,0.000112245,0.00547138],"genre_scores_gemma":[0.9930654,0.001566394,0.000007292794,0.0001024684,0.0005238203,0.0002845215,0.00005322492,0.0000846239,0.004312284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5939816,"threshold_uncertainty_score":0.9997613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001676370113968,"score_gpt":0.1973783842145112,"score_spread":0.1773616205133715,"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."}}