{"id":"W4309349463","doi":"10.1002/wsb.1370","title":"Acoustic detection of gunshots to improve measurement and mapping of hunting activity","year":2022,"lang":"en","type":"article","venue":"Wildlife Society Bulletin","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Environment and Protected Areas; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Detector; Energy (signal processing); Geography; Bioacoustics; Cartography; Remote sensing; Computer science; Telecommunications; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001052113,0.00008706914,0.0001454167,0.00001688917,0.0002734336,0.000004463021,0.0001049202,0.00004770386,0.0004809581],"category_scores_gemma":[0.000114431,0.00009997565,0.00007490984,0.0002027684,0.00009514957,0.0000368197,0.0003151947,0.0001572777,0.00001114292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001881411,"about_ca_system_score_gemma":0.00001450637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003941392,"about_ca_topic_score_gemma":0.00004552903,"domain_scores_codex":[0.9989253,0.0000946905,0.0002000797,0.000239394,0.0003745255,0.0001660055],"domain_scores_gemma":[0.999559,0.00005979658,0.0001805866,0.0001367772,0.00001949433,0.00004429326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005816779,0.0001470885,0.2267011,0.00006058477,0.00004756036,4.594087e-7,0.002373148,0.003279012,0.7512231,0.000004357037,0.006827489,0.009277941],"study_design_scores_gemma":[0.0004798806,0.0002543517,0.9704636,0.00001696048,0.00003468128,0.0000035888,0.001878308,0.00203441,0.009281721,0.00004862934,0.01531507,0.0001888402],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933656,0.00001595388,0.003145403,0.002856421,0.0001208283,0.0002575536,0.00000594658,0.00001810036,0.0002141682],"genre_scores_gemma":[0.997517,0.000004850374,0.0009111916,0.001395089,0.0000212453,0.00005479927,7.00084e-7,0.000008047967,0.00008705792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7437625,"threshold_uncertainty_score":0.5266154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134176929526498,"score_gpt":0.2000188944458401,"score_spread":0.1866012014931903,"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."}}