{"id":"W1811081419","doi":"10.17930/agl201419","title":"NUMERICAL AND EXPERIMENTAL INVESTIGATIONS OF WIND LOADS ON PV SOLAR PANELS MOUNTED ON FLAT-ROOFS","year":2014,"lang":"en","type":"article","venue":"AgroLife Scientific Journal","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photovoltaic system; Roof; Renewable energy; Environmental science; Wind engineering; Wind power; Solar energy; Meteorology; Marine engineering; Engineering; Structural engineering; Electrical engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003847756,0.0004298142,0.000667503,0.0004954569,0.0006266339,0.0005108952,0.0006054432,0.000795258,0.002799923],"category_scores_gemma":[0.0009910846,0.0002367605,0.0005845109,0.0005161094,0.0007083829,0.0005320774,0.000351484,0.0005486832,0.0002093946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000284614,"about_ca_system_score_gemma":0.0002201162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845559,"about_ca_topic_score_gemma":0.003025877,"domain_scores_codex":[0.9997805,0.00002557164,0.00001743539,0.00003764446,0.00008077988,0.00005805941],"domain_scores_gemma":[0.9991393,0.0005283616,0.00007645703,0.00007511205,0.0001264175,0.00005440728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006199458,0.0006894961,0.01365113,0.0004153471,0.00004535375,0.0008117898,0.000357662,0.8888936,0.08113435,0.0009370307,0.0006907412,0.01175348],"study_design_scores_gemma":[0.00006990843,0.000644577,0.01657755,0.00002139485,0.00002507382,0.00006218591,0.0003710222,0.961156,0.02029908,0.0003602848,0.0003822231,0.00003074436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993035,0.00007464617,0.002450056,0.00005108255,0.00003283565,0.00002437025,0.0002810151,0.00007745557,0.003973615],"genre_scores_gemma":[0.9983228,0.00003882142,0.001120425,0.000005008574,0.000003721893,0.00001392368,0.00009672928,0.000006089574,0.0003926374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002845559,"threshold_uncertainty_score":0.009366691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515623616434223,"score_gpt":0.2430838747251876,"score_spread":0.2279276385608454,"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."}}