{"id":"W4312067527","doi":"10.7717/peerj.14371","title":"Wildlife overpass structure size, distribution, effectiveness, and adherence to expert design recommendations","year":2022,"lang":"en","type":"article","venue":"PeerJ","topic":"Wildlife-Road Interactions and Conservation","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Forests; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Wildlife; Fencing; Geography; Environmental resource management; Stewardship (theology); Computer science; Business; Environmental planning; Operations research; Environmental science; Ecology; Engineering; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002012973,0.00009636556,0.00009023338,0.00001138168,0.0005066539,0.00004412044,0.0001275435,0.00002182451,0.00603728],"category_scores_gemma":[0.0001585743,0.00009859641,0.00002356071,0.0002674659,0.00003487237,0.0002204255,0.0002080936,0.0001232301,0.0000497879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00026825,"about_ca_system_score_gemma":0.00001569657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007601436,"about_ca_topic_score_gemma":0.00005790587,"domain_scores_codex":[0.9990838,0.0001764257,0.0001264598,0.0002671355,0.000200054,0.0001461119],"domain_scores_gemma":[0.9994631,0.0002295138,0.00004843762,0.0001670623,0.0000133983,0.00007847603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001905721,0.0001739466,0.1115505,0.000007544848,0.00003005877,0.000004178388,0.0009561866,0.008047594,0.03000502,0.0005547229,0.7975935,0.05088623],"study_design_scores_gemma":[0.0003138951,0.000268363,0.5840114,0.00001040073,0.000009572103,0.00002346676,0.0002665509,0.001393924,0.001076778,0.001044766,0.4113547,0.00022618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682522,0.00002938575,0.0219104,0.008239564,0.000433262,0.0004907721,0.0002502551,0.00006191807,0.0003322612],"genre_scores_gemma":[0.9950631,0.000007431819,0.001918247,0.002297201,0.00002988047,0.0002056373,0.00006894919,0.00000845405,0.0004011612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.472461,"threshold_uncertainty_score":0.9948713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01616821542723314,"score_gpt":0.26570008277618,"score_spread":0.2495318673489469,"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."}}