{"id":"W7038032163","doi":"","title":"The Future is Bright: Exactus Energy Sets New Efficiency Benchmark in Solar Structural Engineering Projects Across the US & Canada","year":2023,"lang":"en","type":"other","venue":"","topic":"Coleoptera Taxonomy and Distribution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Benchmark (surveying); Solar energy; Set (abstract data type); Energy (signal processing); Efficient energy use","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003534549,0.0004570375,0.0004429796,0.001948232,0.003022474,0.006144204,0.001580078,0.001432298,0.01621233],"category_scores_gemma":[0.00565412,0.0002127806,0.0003076967,0.00217562,0.001087973,0.002732541,0.002264401,0.001503486,0.002556605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02735144,"about_ca_system_score_gemma":0.06841203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.866256,"about_ca_topic_score_gemma":0.9508755,"domain_scores_codex":[0.9959377,0.0002340898,0.00007274762,0.0001569613,0.002713419,0.0008850431],"domain_scores_gemma":[0.9930608,0.0002610636,0.0001244862,0.0002280717,0.005081749,0.001243718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002171285,0.0002132735,0.02915151,0.0001950125,0.00002592936,0.0001401342,0.0005491087,0.00528749,0.002080359,0.09452118,0.5913556,0.2762632],"study_design_scores_gemma":[0.00004779997,0.0001135503,0.1409193,0.000345307,0.00002815562,0.00008086351,0.004763903,0.007628451,0.002341494,0.01704552,0.8266045,0.0000811061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1122232,0.003883657,0.01410254,0.06299358,0.001694587,0.0003870706,0.02021696,0.002419282,0.7820791],"genre_scores_gemma":[0.633305,0.00231626,0.0313633,0.01059487,0.0002047533,0.000226608,0.01802563,0.001492859,0.3024707],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.133744,"threshold_uncertainty_score":0.2690632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005208058173409,"score_gpt":0.2072151705796973,"score_spread":0.1971630899979632,"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."}}