{"id":"W2556909820","doi":"10.5751/es-01723-110140","title":"The Significance of Context in Community-Based Research: Understanding Discussions about Wildfire in Huslia, Alaska","year":2006,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"National Science Foundation","keywords":"Context (archaeology); Ecology; Geography; Sociology; Environmental ethics; Archaeology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005452562,0.00008493975,0.0002656317,0.00004572121,0.008658078,0.000003778378,0.0001604321,0.0003025906,0.00002756629],"category_scores_gemma":[0.0001741857,0.00005805252,0.00005252262,0.0002510205,0.0009255853,0.00002774906,0.0001666097,0.001678182,0.000005415792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005815991,"about_ca_system_score_gemma":0.0003573784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00961084,"about_ca_topic_score_gemma":0.4370059,"domain_scores_codex":[0.9962133,0.002287089,0.0004082452,0.0001356539,0.0000832134,0.0008724761],"domain_scores_gemma":[0.9933947,0.006221948,0.000111806,0.0001861537,0.00005485658,0.00003050996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004894586,0.0001785701,0.8767768,0.00009095205,0.00001649352,0.000002919487,0.0945073,0.00003866431,0.00002018001,0.01396481,0.01427792,0.00007647124],"study_design_scores_gemma":[0.0009109847,0.0001123581,0.5810533,0.00005133952,0.000003014329,1.447367e-7,0.4067736,0.0001772242,0.000001784119,0.007332358,0.003527072,0.00005681175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831395,0.0004057572,0.00002542154,0.008284419,0.0002328476,0.0008699911,0.00001166457,0.00001135233,0.007019053],"genre_scores_gemma":[0.9977967,0.0003034882,0.00003224245,0.0008812736,0.00003973615,0.0002198163,0.000008724047,0.000008077718,0.000710013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.427395,"threshold_uncertainty_score":0.9969842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1696654922050941,"score_gpt":0.4167034335616996,"score_spread":0.2470379413566055,"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."}}