{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02292269,0.000414599,0.000359553,0.0020371,0.001140043,0.002111885,0.001825008,0.001229059,0.004747898],"category_scores_gemma":[0.08885866,0.000412674,0.0005009293,0.0008599599,0.001031325,0.002058972,0.001689689,0.0006163717,0.001145008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001918903,"about_ca_system_score_gemma":0.002807315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008591861,"about_ca_topic_score_gemma":0.0253412,"domain_scores_codex":[0.9826387,0.005738933,0.002702089,0.001544255,0.006272806,0.001103141],"domain_scores_gemma":[0.9375767,0.02837234,0.008598354,0.007389934,0.01605661,0.002006254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002931476,0.0005619067,0.5609508,0.001262834,0.0001347551,0.0005548685,0.01682316,0.01263306,0.008818709,0.00430308,0.009689356,0.3839744],"study_design_scores_gemma":[0.00007817797,0.001475709,0.8340151,0.001591794,0.0002304191,0.001066344,0.03856806,0.02339092,0.007994122,0.005133857,0.0861977,0.0002578091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395898,0.0004672293,0.02805873,0.001733729,0.0000701022,0.0005710757,0.0004693671,0.0003257797,0.02871418],"genre_scores_gemma":[0.9530413,0.0003348634,0.04180205,0.0002814452,0.00002190928,0.0004145089,0.0004695479,0.00007408543,0.003560399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02292269,"threshold_uncertainty_score":0.1212282,"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."}}