{"id":"W4402825105","doi":"10.1007/978-3-031-61515-3_9","title":"A Review of Acoustic Techniques for Noise Monitoring of BC Wildlife Crossing Structures","year":2024,"lang":"en","type":"review","venue":"Lecture notes in civil engineering","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Transportation of Ontario; University of Victoria","funders":"","keywords":"Wildlife; Noise (video); Acoustics; Environmental science; Environmental noise; Geography; Computer science; Physics; Biology; Ecology; Sound (geography); Artificial intelligence","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":[0.0009283415,0.001458437,0.001889099,0.003447414,0.0002460674,0.001099995,0.001492317,0.001251151,0.004673595],"category_scores_gemma":[0.001099737,0.0004149847,0.0006629454,0.002889693,0.0005188991,0.001422706,0.0007115147,0.001350782,0.003575657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005094439,"about_ca_system_score_gemma":0.0009895222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001749694,"about_ca_topic_score_gemma":0.002759421,"domain_scores_codex":[0.9996386,0.00004596396,0.00006132419,0.00009452677,0.0001325266,0.00002704717],"domain_scores_gemma":[0.9993119,0.0003749941,0.00008898698,0.0000194342,0.0001615306,0.00004314672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005265604,0.0000552571,0.0001496054,0.01411828,0.00007211848,0.0001088048,0.0000254468,0.0002409968,0.002236854,0.0007412415,0.01275382,0.9694448],"study_design_scores_gemma":[0.00003267784,0.0003028607,0.00316813,0.007487806,0.000392596,0.002303709,0.0001097178,0.0002491428,0.001698217,0.001251679,0.9829301,0.00007344834],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009473853,0.998629,0.0003901826,0.0000921376,0.0001681937,0.000006108889,0.00003072438,0.00001004573,0.0005790152],"genre_scores_gemma":[0.0005619761,0.9975898,0.0007496686,0.000163379,0.0002068844,0.000008995739,0.00006422656,0.000003351772,0.0006516862],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9982503,"threshold_uncertainty_score":0.01563478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0334411074958768,"score_gpt":0.3558129996316619,"score_spread":0.322371892135785,"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."}}