{"id":"W2286009435","doi":"10.7282/t3s46s5n","title":"Ways of knowing","year":2009,"lang":"en","type":"article","venue":"Rutgers University Community Repository (Rutgers University)","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; International Labour Organization; Simon Fraser University","keywords":"Ontology; Computer science; Epistemology; Data science; Fishery; Ecology; Biology; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006656339,0.0003063152,0.0006160957,0.0007256781,0.01234522,0.000008076441,0.001155912,0.0005199203,0.00009743843],"category_scores_gemma":[0.00007022755,0.0003881559,0.0003062026,0.001041792,0.0003793485,0.0004026727,0.0005664813,0.002120598,0.00005179952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001364815,"about_ca_system_score_gemma":0.0006056751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005662546,"about_ca_topic_score_gemma":0.00001585022,"domain_scores_codex":[0.9960781,0.001881357,0.0003717125,0.000317589,0.0002291376,0.001122122],"domain_scores_gemma":[0.9970283,0.0007766972,0.0004678258,0.0009341427,0.0005684051,0.0002246292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00234997,0.002153488,0.02774388,0.000794003,0.001517603,0.00233591,0.2279747,0.0002986919,0.6716335,0.00930824,0.05105887,0.002831212],"study_design_scores_gemma":[0.03046755,0.01005678,0.006155969,0.001964993,0.003637336,0.0001297907,0.2186361,0.0006721339,0.4180408,0.004065476,0.2987385,0.007434442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03060235,0.00003244879,0.0007281409,0.002098201,0.0005034916,0.0005554552,0.00001841838,0.0002658409,0.9651957],"genre_scores_gemma":[0.9912939,0.00009003149,0.0005094528,0.001298393,0.0001051101,1.576976e-7,0.00002253821,0.00001862023,0.006661787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9606916,"threshold_uncertainty_score":0.999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04973974364773168,"score_gpt":0.2731236490314711,"score_spread":0.2233839053837394,"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."}}