{"id":"W6960228201","doi":"10.13016/4xrf-alpn","title":"LED Lighting: Carbon Footprint Reduction and Energy Cost Savings at Prince George's County Parks and Recreational Facilities","year":2021,"lang":"en","type":"other","venue":"University Libraries (University of Maryland)","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Recreation; Sustainability; General partnership; Work (physics); Carbon footprint; Capstone; National park","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005514866,0.000179846,0.0002968788,0.00005712029,0.0003314703,0.00002903429,0.0001660052,0.000277326,0.0007227696],"category_scores_gemma":[0.000005683747,0.000122366,0.00006285162,0.0001339468,0.0002829314,0.00006927886,0.0003785337,0.000097091,3.57073e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005199747,"about_ca_system_score_gemma":0.00003054185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004375753,"about_ca_topic_score_gemma":0.01140516,"domain_scores_codex":[0.9991359,0.00007653607,0.00006675618,0.000387154,0.0001646356,0.0001690635],"domain_scores_gemma":[0.9995499,0.00006830696,0.000170992,0.00006634327,0.00003711589,0.0001073378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00638428,0.0008547608,0.03468759,0.002486508,0.002344123,0.002459654,0.007216322,0.00001690345,0.4841058,0.2027503,0.1362004,0.1204933],"study_design_scores_gemma":[0.0002829025,0.00005712972,0.005497353,0.0001803293,0.00005259239,0.00002548528,0.004406352,0.0000199839,0.0002986171,0.0001184681,0.9887854,0.0002753819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6329286,0.002492964,0.0000388563,0.001182656,0.000239461,0.0002602841,0.0021982,0.0001789512,0.3604801],"genre_scores_gemma":[0.0212732,0.005984678,0.0004463776,0.00001086785,0.00008919346,1.024457e-7,0.0009864911,0.000006115843,0.971203],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.852585,"threshold_uncertainty_score":0.791382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007891476366340579,"score_gpt":0.1380811920821353,"score_spread":0.1301897157157947,"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."}}