{"id":"W1916166238","doi":"10.3996/072015-jfwm-068","title":"Consolidation Drainage and Climate Change May Reduce Piping Plover Habitat in the Great Plains","year":2015,"lang":"en","type":"article","venue":"Journal of Fish and Wildlife Management","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plover; Charadrius; Wetland; Habitat; Environmental science; Ecology; Drainage; Waterfowl; Hydrology (agriculture); Geography; Fishery; Geology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006977953,0.00007379396,0.0001037382,0.00004178474,0.00007528785,0.00003910699,0.0001049586,0.00003306627,0.00003137556],"category_scores_gemma":[0.00001421299,0.00005074302,0.00001874048,0.00007838706,0.0001064324,0.000316598,0.0001139168,0.0001097647,0.00001086912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000060636,"about_ca_system_score_gemma":0.000002374434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006033141,"about_ca_topic_score_gemma":0.0001070123,"domain_scores_codex":[0.9993207,0.00006905572,0.0001819687,0.0001000176,0.0001691729,0.00015912],"domain_scores_gemma":[0.9997073,0.00002479569,0.0001193011,0.00007158438,0.000005279627,0.00007170733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006741157,0.00008808126,0.9248417,0.00001729697,0.00001055838,0.0002584661,0.001935638,0.00001366711,0.0000106911,0.0001949408,0.06146954,0.01109198],"study_design_scores_gemma":[0.0007909171,0.0001515959,0.9638116,0.00003739298,0.00004349946,0.00009676869,0.001731491,0.00002043992,0.000004433879,0.0002252664,0.03301376,0.00007279219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731011,0.00002498941,0.00001349154,0.0208408,0.0001020814,0.0001899198,0.000002135802,0.000002969678,0.005722495],"genre_scores_gemma":[0.9851612,0.0002202895,0.0001924076,0.01425277,0.00005941867,0.000006963231,9.755239e-7,0.000004119328,0.0001018595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03896992,"threshold_uncertainty_score":0.206924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0370949939061769,"score_gpt":0.2656472275964549,"score_spread":0.228552233690278,"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."}}