{"id":"W2008887919","doi":"10.1525/auk.2008.21008.2","title":"\"RESPONSE TO FARMER (2008): LIMITATIONS OF STATISTICALLY DERIVED POPULATION ESTIMATES, AND SUGGESTIONS FOR DERIVING NATIONAL POPULATION ESTIMATES FOR SHOREBIRDS","year":2008,"lang":"en","type":"article","venue":"The Auk","topic":"Census and Population Estimation","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"U.S. Fish and Wildlife Service; University of Nevada, Reno","keywords":"Population; Geography; Statistics; Econometrics; Economics; Mathematics; Demography; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01892337,0.001311651,0.001675083,0.00109817,0.005411576,0.00371742,0.003966663,0.03130622,0.007829612],"category_scores_gemma":[0.06913327,0.001234077,0.001457089,0.001156558,0.005581627,0.005734351,0.003328266,0.04854076,0.006839158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004610095,"about_ca_system_score_gemma":0.008159856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01851336,"about_ca_topic_score_gemma":0.02313742,"domain_scores_codex":[0.9913838,0.003010093,0.00121669,0.00141734,0.00238359,0.0005884583],"domain_scores_gemma":[0.9285293,0.0340772,0.005552396,0.002045723,0.02549094,0.004304467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002699684,0.00001701106,0.0005474761,0.00008146874,0.000009734704,0.0001608367,0.0005631899,0.00006557639,0.0002183311,0.0009447094,0.9913845,0.005980287],"study_design_scores_gemma":[0.00004424734,0.0001052588,0.00400431,0.0007766117,0.00003504013,0.0009879973,0.004092236,0.0005598872,0.000589865,0.004154759,0.9844811,0.000168749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000385228,0.0005478502,0.0003930774,0.9869811,0.01094629,0.0000242882,0.00009716967,0.0000796821,0.0005453416],"genre_scores_gemma":[0.002463232,0.0003947217,0.001062279,0.9880766,0.00566665,0.0000772581,0.0000294438,0.00004750546,0.002182381],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03130622,"threshold_uncertainty_score":0.1000776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1270897371950785,"score_gpt":0.3613465637851071,"score_spread":0.2342568265900286,"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."}}