{"id":"W2001046097","doi":"10.1016/j.solener.2013.11.037","title":"Experimental study of wind effects on unglazed transpired collectors","year":2014,"lang":"en","type":"article","venue":"Solar Energy","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Wind speed; Environmental science; Suction; Meteorology; Outflow; Plenum space; Wind tunnel; Convective heat transfer; Wind direction; Parametric statistics; Heat exchanger; Mechanics; Flow (mathematics); Convection; Marine engineering; Atmospheric sciences; Geology; Physics; Engineering; Thermodynamics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.00007793844,0.0001264287,0.0001854234,0.00002481433,0.0001258163,0.000006395245,0.0001287821,0.00003239582,0.0001654058],"category_scores_gemma":[0.00001183732,0.0001028858,0.00005131835,0.0001449422,0.00005972486,0.00004238927,0.00005076522,0.00003994489,0.00002636067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004087894,"about_ca_system_score_gemma":0.00000230016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004426835,"about_ca_topic_score_gemma":0.0001382896,"domain_scores_codex":[0.9991291,0.0001032036,0.0001275409,0.0002248773,0.0002430134,0.0001722403],"domain_scores_gemma":[0.9996772,0.0000620566,0.0000372316,0.0001690229,0.000002367876,0.00005216605],"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":[0.0003359684,0.007048087,0.07337133,0.00002818447,0.0002321972,0.00002782386,0.01271103,0.004993233,0.8737451,0.0005903048,0.004319285,0.02259745],"study_design_scores_gemma":[0.003179999,0.005080745,0.06392263,0.00002359977,0.00002980928,7.491219e-7,0.000790243,0.0002968814,0.9148571,0.00007530073,0.01143946,0.0003035191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904482,0.00002909969,0.00003402369,0.0000239313,0.0001527083,0.0001012765,8.360512e-7,0.0000238611,0.009186115],"genre_scores_gemma":[0.9992147,0.000001502031,0.00002525553,0.0001143324,0.00005473155,0.00001421292,0.000001138636,0.00001244687,0.0005616666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04111197,"threshold_uncertainty_score":0.4195561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005939379776490287,"score_gpt":0.2037320410264174,"score_spread":0.1977926612499271,"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."}}