{"id":"W3157265736","doi":"","title":"Reducing Human Disturbance to Atlantic Flyway Shorebirds Using Social Science Methods","year":2021,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flyway; Disturbance (geology); Geography; Environmental science; Ecology; Fishery; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002765004,0.0008179797,0.001050318,0.0004717592,0.001678513,0.0004994205,0.001881931,0.0007740337,0.001100917],"category_scores_gemma":[0.0005077514,0.0008738192,0.000299414,0.003824911,0.0004246933,0.0004827129,0.0006558379,0.001256808,0.0003167921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00192448,"about_ca_system_score_gemma":0.0001830958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492133,"about_ca_topic_score_gemma":0.0006979072,"domain_scores_codex":[0.9938472,0.0003380311,0.0009181725,0.002092063,0.001514606,0.001289962],"domain_scores_gemma":[0.9976284,0.0001493853,0.0005767796,0.001212741,0.00008269103,0.0003500281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000441649,0.0001648128,0.002357092,0.0003079904,0.00005926338,0.00009712123,0.003434229,0.0003796702,0.8949845,0.0003869191,0.003478574,0.09430567],"study_design_scores_gemma":[0.002410488,0.0009862824,0.279779,0.01167986,0.001474148,0.000385082,0.006424826,0.03782038,0.5412597,0.001884464,0.1008206,0.0150751],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555146,0.0002549228,0.004889426,0.00008721619,0.003185077,0.00136489,0.00001863318,0.000537386,0.0341479],"genre_scores_gemma":[0.96098,0.000009253421,0.03265785,0.0001079686,0.0005503218,0.0001479661,0.0001910681,0.0002396795,0.005115868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3537247,"threshold_uncertainty_score":0.9998122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407822817559315,"score_gpt":0.3315524654087265,"score_spread":0.3174742372331334,"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."}}