{"id":"W2998304737","doi":"10.1002/wsb.1053","title":"Acoustic Surveys for Bats are Improved by Taking Habitat Type into Account","year":2019,"lang":"en","type":"article","venue":"Wildlife Society Bulletin","topic":"Bat Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Myotis lucifugus; Human echolocation; Eptesicus fuscus; Habitat; Identification (biology); Geography; Citizen science; Wildlife; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001795986,0.0008057853,0.0007572652,0.001300361,0.0004418951,0.001279988,0.000629686,0.0004059147,0.002147934],"category_scores_gemma":[0.005451723,0.0005176407,0.0007544915,0.0009713725,0.0002877037,0.001377046,0.0007298381,0.0002948478,0.001085156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008631751,"about_ca_system_score_gemma":0.0006614219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04198773,"about_ca_topic_score_gemma":0.1057112,"domain_scores_codex":[0.9990421,0.0003042177,0.00005577735,0.0001983473,0.000301522,0.00009800663],"domain_scores_gemma":[0.9974511,0.001129579,0.0005920292,0.0002725376,0.0004644246,0.00009023722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000205312,0.0001832951,0.6913574,0.00023307,0.000359066,0.000135781,0.0002672609,0.09024294,0.02846003,0.0001553366,0.001390073,0.1870105],"study_design_scores_gemma":[0.00001504663,0.000153261,0.8451514,0.00005572572,0.0001369967,0.0001968352,0.0002029177,0.1480903,0.004127428,0.0003862414,0.001432439,0.00005136015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8863527,0.0005210581,0.1070258,0.0001634828,0.00004090017,0.00009188121,0.001089017,0.002470512,0.002244554],"genre_scores_gemma":[0.9519148,0.0002391138,0.04586849,0.00006171478,0.00001759327,0.00004897103,0.0008320499,0.0001714285,0.0008457446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04198773,"threshold_uncertainty_score":0.08348662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148464180722584,"score_gpt":0.2253073651471171,"score_spread":0.2104609470748587,"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."}}