{"id":"W4321180381","doi":"10.1016/j.solener.2023.02.018","title":"The potential for fencing to be used as low-cost solar photovoltaic racking","year":2023,"lang":"en","type":"article","venue":"Solar Energy","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Fencing; Photovoltaic system; Environmental science; Fence (mathematics); Cost of electricity by source; Retrofitting; Capital cost; Computer science; Engineering; Electricity generation; Electrical engineering; Structural engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001002569,0.0005020521,0.0002428002,0.0006849566,0.0009041422,0.001513205,0.0008577516,0.0005117838,0.007433884],"category_scores_gemma":[0.002151127,0.0002473534,0.0005876984,0.0008350158,0.0004931495,0.001544372,0.001026655,0.0004695235,0.001443642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007451657,"about_ca_system_score_gemma":0.0006681055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007276071,"about_ca_topic_score_gemma":0.02559433,"domain_scores_codex":[0.9989748,0.0002111365,0.00003356901,0.0001536391,0.000411263,0.0002156473],"domain_scores_gemma":[0.9983047,0.0003297352,0.0002861035,0.0004007681,0.0005435626,0.0001351843],"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":[0.0008319981,0.0003037978,0.4422466,0.0004310272,0.0001863581,0.002200352,0.001737171,0.03568709,0.0349374,0.008623987,0.009198567,0.4636157],"study_design_scores_gemma":[0.0000645246,0.002913677,0.6959331,0.0007367646,0.0002655311,0.005082541,0.0122554,0.07795898,0.04025629,0.007849967,0.1564944,0.0001887561],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423724,0.0003041826,0.0120764,0.0003722295,0.00005831211,0.0000683633,0.0004818616,0.0003698245,0.04389649],"genre_scores_gemma":[0.9827053,0.0001758471,0.01033265,0.00007084724,0.00001018933,0.00003449856,0.0004052399,0.0001110723,0.006154425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007433884,"threshold_uncertainty_score":0.02486885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123969779448027,"score_gpt":0.2476503506110727,"score_spread":0.23525337266627,"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."}}