{"id":"W2033816118","doi":"10.1063/1.4897062","title":"Uniform temperature profile for a dense array CPV receiver under non uniform illumination profile","year":2014,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"solar cell performance optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Ministerio de Ciencia e Innovación","keywords":"Coolant; Materials science; Thermal; Inlet; Jet (fluid); Temperature measurement; Thermal resistance; Heat transfer; Mechanics; Mechanical engineering; Acoustics; Physics; Engineering; Thermodynamics","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":[0.0002943591,0.0003070196,0.0002450002,0.0001794729,0.0001841306,0.0002082729,0.0002298248,0.0002887084,0.0001132727],"category_scores_gemma":[0.0001170795,0.0002986717,0.00006045139,0.0003705356,0.00005963258,0.001001372,0.00002474199,0.0002842657,0.0001006701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778638,"about_ca_system_score_gemma":0.00006198102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004581701,"about_ca_topic_score_gemma":0.000008070753,"domain_scores_codex":[0.9986562,0.000003967801,0.0002939095,0.0003393306,0.0002423588,0.0004642376],"domain_scores_gemma":[0.9989256,0.00003882735,0.0001037164,0.000150071,0.0006685124,0.0001132741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001414405,0.0001698016,0.006463041,0.002721309,0.0001776121,8.511718e-7,0.01328392,0.005781902,0.9130289,0.01217085,0.02713782,0.01892257],"study_design_scores_gemma":[0.0007401561,0.0001950861,0.00151875,0.0001558972,0.00003829145,0.000007832906,0.001206442,0.923697,0.06639329,0.0006591986,0.005003841,0.0003842121],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6181988,0.00003801596,0.2929323,0.0003404782,0.0007719497,0.002743136,0.00004070432,0.001190674,0.08374399],"genre_scores_gemma":[0.9670514,0.00005727281,0.0296614,0.0001017291,0.0002167341,0.0003978219,0.0001700634,0.00008340692,0.002260187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9179151,"threshold_uncertainty_score":0.9999465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050892820739517,"score_gpt":0.2116287423284179,"score_spread":0.2011198141210227,"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."}}