{"id":"W4321495707","doi":"10.3390/designs7020034","title":"Open-Source Vertical Swinging Wood-Based Solar Photovoltaic Racking Systems","year":2023,"lang":"en","type":"article","venue":"Designs","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Photovoltaic system; Rack; Environmental science; Engineering; Marine engineering; Mechanical engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001810768,0.0002557742,0.0002150864,0.000543088,0.0002127463,0.0003462082,0.000615801,0.0002056802,0.01184146],"category_scores_gemma":[0.0003047987,0.0001058517,0.0003082528,0.0007156238,0.0001073791,0.0004880516,0.0003644764,0.0002547717,0.002553225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002856108,"about_ca_system_score_gemma":0.0002763188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104549,"about_ca_topic_score_gemma":0.003726707,"domain_scores_codex":[0.999741,0.00001744864,0.000008249395,0.00004757166,0.000145439,0.0000403496],"domain_scores_gemma":[0.9997287,0.00002947401,0.00002569328,0.0000679721,0.0001281885,0.00001977128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007153156,0.0004727849,0.01289926,0.0007781398,0.00005071857,0.0003779293,0.000205169,0.02032721,0.299827,0.005158591,0.01337192,0.645816],"study_design_scores_gemma":[0.0003693261,0.002672735,0.09849326,0.0001486201,0.0001747985,0.001612705,0.0005615735,0.1400077,0.4531235,0.003095397,0.2995716,0.0001687382],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7880269,0.000638228,0.1188705,0.00007650312,0.0001208082,0.0003170195,0.002488767,0.00437616,0.08508518],"genre_scores_gemma":[0.9429866,0.0002934427,0.0322982,0.00003411094,0.00001458884,0.00009379146,0.002270001,0.0002519472,0.02175733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01184146,"threshold_uncertainty_score":0.0396136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04203730060747662,"score_gpt":0.2751396243408615,"score_spread":0.2331023237333849,"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."}}