{"id":"W4400314056","doi":"10.2139/ssrn.4885352","title":"Increased Avian Bioacoustic Diversity Without Lost Profit after Planting Perennial Forages in Marginal Cropland","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Rangeland and Wildlife Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Sowing; Perennial plant; Diversity (politics); Profit (economics); Genetic diversity; Bioacoustics; Biology; Agroforestry; Agronomy; Engineering; Economics; Demography; Telecommunications","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":[0.0002487738,0.000102654,0.0001979561,0.0002362146,0.0002688491,0.0005136428,0.0001703162,0.0002389808,0.003432389],"category_scores_gemma":[0.0008344396,0.0001042726,0.0001128391,0.0001615849,0.0003177516,0.0003851314,0.0003324559,0.0002144665,0.0002910422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002241211,"about_ca_system_score_gemma":0.0001502258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002967092,"about_ca_topic_score_gemma":0.009845175,"domain_scores_codex":[0.9999244,0.00001156649,0.000003934842,0.00002694197,0.0000087417,0.00002442613],"domain_scores_gemma":[0.9993298,0.0001958179,0.0001247784,0.00007094503,0.00004492962,0.000233865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006189413,0.0007835854,0.7376084,0.0001309846,0.0002167544,0.000776579,0.001015586,0.001064548,0.2107835,0.0003300845,0.0005799045,0.04052057],"study_design_scores_gemma":[0.000006076607,0.0003029146,0.9978629,0.000002448423,0.00001336997,0.0001151295,0.0002622487,0.0003278456,0.0008657782,0.0001145831,0.0001245088,0.000002169551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997477,0.00001963158,0.00004400292,0.000004497948,0.000001012537,3.263244e-7,0.00002072949,0.000001674439,0.0001605251],"genre_scores_gemma":[0.9995068,0.0000128943,0.00008942097,0.000006044404,0.000001662845,9.878536e-7,0.0000577447,0.000002198094,0.0003221666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003432389,"threshold_uncertainty_score":0.01148248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006475498423956888,"score_gpt":0.2128077950467743,"score_spread":0.2063322966228174,"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."}}