{"id":"W4388420379","doi":"10.1111/csp2.13020","title":"Grassland intactness outcompetes species as a more efficient surrogate in conservation design","year":2023,"lang":"en","type":"article","venue":"Conservation Science and Practice","topic":"Rangeland and Wildlife Management","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Conservation Association","funders":"U.S. Fish and Wildlife Service; Western Association of Fish and Wildlife Agencies; Alberta Conservation Association; National Fish and Wildlife Foundation","keywords":"Environmental resource management; Wildlife; Wildlife conservation; Conservation status; Conservation biology; Biodiversity; Geography; Rangeland; Ecology; Habitat; Steppe; Agroforestry; Biology; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004314642,0.0001138048,0.0001151487,0.0001449033,0.0003339872,0.0002222824,0.0002185459,0.00003221699,0.0001043656],"category_scores_gemma":[0.002970385,0.00009795082,0.00001421722,0.002149401,0.0005343086,0.001057566,0.0001964248,0.00009128555,0.0004099678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009771994,"about_ca_system_score_gemma":0.00007108068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009205484,"about_ca_topic_score_gemma":0.00008490047,"domain_scores_codex":[0.9982594,0.0001545535,0.0002306562,0.0003839544,0.0006863782,0.0002850761],"domain_scores_gemma":[0.9984307,0.001103911,0.0001284867,0.0001868286,0.00006614243,0.00008390501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002274083,0.0001696185,0.9319261,0.00003149179,0.00001178165,0.0001008313,0.004797708,0.01229927,0.01125979,0.003321339,0.02613993,0.009714669],"study_design_scores_gemma":[0.000459857,0.00005000516,0.8619308,0.0000230015,0.00001192919,0.00001509281,0.002749124,0.0618537,0.0003710524,0.000391225,0.07196303,0.0001811867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492715,0.00001576305,0.0006363023,0.04159604,0.0001496586,0.000339151,0.000001722524,0.00006179324,0.007928082],"genre_scores_gemma":[0.991406,0.0001334384,0.0008665031,0.006361422,0.00001809297,0.00003582267,0.000005926959,0.000006860734,0.001165972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06999537,"threshold_uncertainty_score":0.5269443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05846011836754798,"score_gpt":0.3155641665900834,"score_spread":0.2571040482225354,"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."}}