{"id":"W7006585344","doi":"","title":"On Using Expert-Based Science to 'Test' Local Ecological Knowledge: A response to: Gilchrist et al. 2005. 'Can Local Ecological Knowledge Contribute to Wildlife Management? Case Studies of Migratory Birds'","year":2009,"lang":"en","type":"article","venue":"Digital Library Of The Commons Repository (Indiana University)","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Wildlife; Traditional knowledge; Ecological systems theory; Citizen science; Sociology of scientific knowledge; Arctic; Wildlife management","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"],"consensus_categories":[],"category_scores_codex":[0.0006972155,0.0003625617,0.0007357927,0.000893434,0.003722244,0.00004002619,0.001135721,0.0001932273,0.00001820383],"category_scores_gemma":[0.0005228239,0.0002946707,0.0002323571,0.001728712,0.0009510519,0.0003602381,0.001932571,0.000464503,0.00005135135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264629,"about_ca_system_score_gemma":0.001367362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006034735,"about_ca_topic_score_gemma":0.001704558,"domain_scores_codex":[0.9963382,0.0008916541,0.0006317427,0.0006629933,0.0002868485,0.001188504],"domain_scores_gemma":[0.9959303,0.002150327,0.000279748,0.000728492,0.0002987634,0.0006123687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01752336,0.01602373,0.05835564,0.0005049904,0.0009528782,0.01979072,0.0524915,0.01065644,0.001914615,0.01099181,0.8077573,0.003037032],"study_design_scores_gemma":[0.006166765,0.01882688,0.06917774,0.001820319,0.00027842,0.0002637762,0.1275018,0.0009459599,0.003740348,0.0001933038,0.7689909,0.002093752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710656,0.0001383157,0.0001951743,0.01424297,0.0006277565,0.001766079,0.0003043861,0.0001198031,0.01153996],"genre_scores_gemma":[0.9865768,0.000009652632,0.0002586082,0.01043227,0.00003754287,0.00001308999,0.000004793923,0.00002304303,0.002644216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07501034,"threshold_uncertainty_score":0.9999505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02946846230829449,"score_gpt":0.3179473126926404,"score_spread":0.2884788503843459,"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."}}