{"id":"W2729168960","doi":"10.3157/061.143.0206","title":"Switchgrass Cultivation within Loblolly Pine Plantations Influences Invertebrate Community Composition and Resource Use","year":2017,"lang":"en","type":"article","venue":"Transactions of the American Entomological Society","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Windsor","keywords":"Panicum virgatum; Biomass (ecology); Cellulosic ethanol; Intercropping; Agronomy; Agroforestry; Biology; Bioenergy; Ecology; Environmental science; Biofuel","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002674486,0.0001049777,0.0001555471,0.000005883147,0.001810947,0.0001114595,0.0003631555,0.00004459748,0.000026777],"category_scores_gemma":[0.0000423703,0.00004018252,0.000128599,0.0001844808,0.001105904,0.0002321116,0.00005953135,0.0002356596,0.000001134703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002233051,"about_ca_system_score_gemma":0.000004093644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007357688,"about_ca_topic_score_gemma":0.0008200522,"domain_scores_codex":[0.9991403,0.0002240804,0.00019047,0.0001632196,0.0001561332,0.0001258101],"domain_scores_gemma":[0.9992064,0.0001372695,0.000369859,0.0001758256,0.00005924634,0.00005141131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002620113,0.001249174,0.106061,0.00004286063,0.0003558045,0.000001057531,0.002850982,0.002049444,0.8075371,0.001930446,0.001738579,0.07592153],"study_design_scores_gemma":[0.0001695469,0.0002153736,0.986727,0.00001854155,0.00005080772,0.000006845698,0.00234988,0.000453219,0.008227309,0.0004558372,0.001193162,0.0001324872],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926794,0.000007311433,0.0006393612,0.006305224,0.00005382122,0.0001470944,0.00003532509,0.00004709733,0.0000853309],"genre_scores_gemma":[0.9980572,0.00008167924,0.0006661965,0.0009863419,0.00002175061,0.00001299332,0.00001755165,8.168071e-7,0.000155444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.880666,"threshold_uncertainty_score":0.9994885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04182055352481332,"score_gpt":0.2585537686026983,"score_spread":0.216733215077885,"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."}}