{"id":"W4282933333","doi":"10.3390/designs6030054","title":"Open-Source Design and Economics of Manual Variable-Tilt Angle DIY Wood-Based Solar Photovoltaic Racking System","year":2022,"lang":"en","type":"article","venue":"Designs","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cost of electricity by source; Tilt (camera); Photovoltaic system; Photovoltaics; Variable cost; Solar energy; Capital cost; Rack; Variable (mathematics); Environmental science; Automotive engineering; Electricity generation; Engineering; Mechanical engineering; Electrical engineering; Power (physics); Economics; Mathematics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002623759,0.0002069518,0.0003965635,0.00005963433,0.0005030072,0.00009358051,0.0006985093,0.00006680306,0.0006107361],"category_scores_gemma":[0.00005631526,0.0002157905,0.00006007368,0.0002801743,0.0001450508,0.0002559491,0.0009068064,0.0001689356,0.00001152005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008324027,"about_ca_system_score_gemma":0.000122318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005752653,"about_ca_topic_score_gemma":0.00005564908,"domain_scores_codex":[0.9978257,0.0005122594,0.0004471248,0.0005715496,0.0002461452,0.0003972627],"domain_scores_gemma":[0.99874,0.0002994373,0.0002526205,0.0005467255,0.00001671753,0.0001445356],"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":[0.000995731,0.001050287,0.156188,0.0007094826,0.0001519545,0.0001050576,0.004424885,0.519619,0.3010377,0.0009307035,0.009599666,0.005187488],"study_design_scores_gemma":[0.005803728,0.002032587,0.0182151,0.0001453114,0.00020095,0.0002506205,0.02024642,0.6892726,0.1132132,0.002741663,0.145868,0.002009728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8940877,0.00008335702,0.1008666,0.00002585901,0.0001859609,0.002029888,0.00005517368,0.00008235175,0.002583126],"genre_scores_gemma":[0.9934779,0.000001794401,0.005586864,0.0001190963,0.00001727795,0.0002736372,0.000008521168,0.00003402933,0.0004809015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1878245,"threshold_uncertainty_score":0.8799682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411557801338628,"score_gpt":0.2311085971581074,"score_spread":0.2069930191447211,"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."}}