{"id":"W1858804344","doi":"","title":"Population estimates of North American shorebirds, 2012","year":2012,"lang":"en","type":"article","venue":"Wader Study Group Bulletin","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":289,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Population; Endangered species; Threatened species; Taxon; Population size; Ecology; Demography; Biology; Habitat","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004465248,0.0001819442,0.0002939639,0.00003782096,0.00008846562,0.0000126603,0.0002146172,0.00002275974,0.001072679],"category_scores_gemma":[0.00005205092,0.0001588309,0.00004978375,0.0002699646,0.0001025953,0.0001398065,0.0001785503,0.0001014248,0.001402208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008994316,"about_ca_system_score_gemma":0.000001028915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009913867,"about_ca_topic_score_gemma":0.002389625,"domain_scores_codex":[0.9984813,0.000139274,0.0003069135,0.0002574915,0.0004124025,0.0004026512],"domain_scores_gemma":[0.9992455,0.00009896694,0.0001882498,0.00033486,0.00000531998,0.000127115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001310445,0.000662288,0.9826689,0.00000979691,0.00001835457,0.000001146822,0.0006276109,0.00003277721,0.0001067395,0.000004682341,0.004246301,0.01160831],"study_design_scores_gemma":[0.0002107879,0.0002711958,0.9938911,0.00000494862,0.00002881403,0.000003183077,0.000183733,0.000197031,0.00003977918,0.000001834796,0.004992725,0.0001748356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980352,0.00005388582,0.0001580511,0.0001281841,0.0002015507,0.0006165068,0.000005898585,0.00007108654,0.0007296596],"genre_scores_gemma":[0.9984823,0.000001627562,0.001178245,0.00005612036,0.00008444522,0.00005022676,0.00001374676,0.00002999448,0.0001032854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01143348,"threshold_uncertainty_score":0.9998405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007231116816762163,"score_gpt":0.2222640757726316,"score_spread":0.2150329589558694,"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."}}