{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005180106,0.0005286708,0.0002873303,0.001823665,0.001866606,0.001552854,0.0009211141,0.000398869,0.002737007],"category_scores_gemma":[0.007881825,0.000204449,0.000443925,0.0007790264,0.001004259,0.0009455005,0.001276489,0.0006606483,0.0002667984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002057613,"about_ca_system_score_gemma":0.003477617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005547662,"about_ca_topic_score_gemma":0.02245851,"domain_scores_codex":[0.9975235,0.001462462,0.00009061374,0.0002714033,0.0004593616,0.0001926071],"domain_scores_gemma":[0.99336,0.003620814,0.001468624,0.0002919207,0.000753176,0.0005055803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002173538,0.007913615,0.1157601,0.001045805,0.0001519123,0.0001430056,0.04023208,0.002186223,0.005581462,0.00400033,0.004759927,0.8180081],"study_design_scores_gemma":[0.0005442234,0.01346942,0.700532,0.001700161,0.0005116945,0.0001561013,0.1361936,0.01837216,0.0112149,0.01376184,0.103373,0.0001708894],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576215,0.0004469148,0.01358555,0.003265428,0.00008860367,0.001957306,0.0001741921,0.00007868835,0.02278185],"genre_scores_gemma":[0.9455143,0.001339349,0.04389383,0.0006749179,0.000128517,0.003568043,0.0001394738,0.00001312873,0.004728461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005547662,"threshold_uncertainty_score":0.02739537,"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."}}