{"id":"W4221013340","doi":"10.3389/fevo.2022.810087","title":"Relative Importance for Lincoln’s Sparrow (Melospiza lincolnii) Occupancy of Vegetation Type versus Noise Caused by Industrial Development","year":2022,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta-Pacific Forest Industries; Cenovus Energy; ConocoPhillips","keywords":"Sparrow; Noise (video); Environmental science; Vegetation (pathology); Ambient noise level; Industrial noise; Occupancy; Traffic noise; Ecology; Physical geography; Geography; Acoustics; Biology; Noise reduction; Physics; Computer science; Sound (geography)","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":[0.000248983,0.00007907122,0.0001316687,0.00005340197,0.0001607924,0.000002271125,0.0001007102,0.0001619806,0.000006612335],"category_scores_gemma":[0.0001259215,0.00009169539,0.00002532072,0.0001088845,0.00007370773,0.000007883324,0.00008190557,0.0001382658,4.826826e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453702,"about_ca_system_score_gemma":0.0001905756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006191979,"about_ca_topic_score_gemma":0.000145372,"domain_scores_codex":[0.999293,0.00009642873,0.0002333351,0.0001883221,0.00005885955,0.0001300579],"domain_scores_gemma":[0.9996311,0.00002083276,0.0001475081,0.0001104992,0.0000607833,0.00002928984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002260208,0.0001841419,0.9788071,0.00001158077,0.00004694423,4.71496e-7,0.0001597691,0.0001006958,0.009566798,0.0001729015,0.006983057,0.001706315],"study_design_scores_gemma":[0.004894779,0.001924147,0.9577451,0.000008350089,0.00005518451,0.000001304406,0.0006280678,0.0006106145,0.004177803,0.0002404595,0.02946632,0.0002479146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955418,0.001356893,0.001823878,0.00008572943,0.0007207394,0.0003600312,0.0000193369,0.000005312111,0.00008635475],"genre_scores_gemma":[0.9963245,0.00005593881,0.002858668,0.0000403059,0.00002956316,0.0001439772,0.0003380765,0.000007497865,0.0002014275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02248327,"threshold_uncertainty_score":0.3739229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02766769844746967,"score_gpt":0.2721482645936482,"score_spread":0.2444805661461785,"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."}}