{"id":"W4403030376","doi":"10.1364/seled.2024.stu2g.2","title":"Stationary solar concentrators for any latitude","year":2024,"lang":"en","type":"article","venue":"","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Environmental science; Latitude; Meteorology; Computer science; Physics; Geology; Geodesy","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":[0.0001494275,0.0004931091,0.000336355,0.0002682779,0.000417657,0.0006052396,0.0009776605,0.0004548045,0.003387252],"category_scores_gemma":[0.0002113094,0.0003181885,0.0004066601,0.0004358185,0.0002379293,0.0003668549,0.0005763796,0.0003648123,0.002137706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005113612,"about_ca_system_score_gemma":0.0003706375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007367353,"about_ca_topic_score_gemma":0.001413327,"domain_scores_codex":[0.9998237,0.00001977574,0.000006475752,0.00004154701,0.00008092356,0.00002756591],"domain_scores_gemma":[0.9998847,0.00001200493,0.00002747054,0.00001939837,0.00004530404,0.00001109683],"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":[0.0004103136,0.0001132315,0.003192522,0.000349719,0.000103163,0.0004261577,0.0002249266,0.1697808,0.458456,0.09557241,0.006721789,0.264649],"study_design_scores_gemma":[0.0001511984,0.0008870478,0.003644331,0.00006693598,0.000120034,0.0008120952,0.0001085571,0.5782903,0.2970173,0.02257751,0.09620511,0.0001197053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06930041,0.0004923284,0.8862293,0.0002023795,0.0001103582,0.00006546058,0.0001680978,0.001229354,0.04220227],"genre_scores_gemma":[0.6707953,0.0005060196,0.3030181,0.0001781351,0.0001066136,0.0001635759,0.0002747012,0.0002935837,0.02466404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003387252,"threshold_uncertainty_score":0.01133144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898617136025487,"score_gpt":0.2667617665776941,"score_spread":0.2477755952174392,"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."}}