{"id":"W63979478","doi":"10.22605/rrh1878","title":"Use of traditional environmental knowledge to assess the impact of climate change on subsistence fishing in the James Bay Region of Northern Ontario, Canada","year":2012,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Subsistence agriculture; Bay; Fishing; Climate change; Geography; Fishery; Commercial fishing; Traditional knowledge; Environmental resource management; Environmental protection; Socioeconomics; Oceanography; Environmental science; Indigenous; Agriculture; Archaeology; Ecology","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":[0.0007065496,0.0002232286,0.0002090361,0.001316426,0.00203094,0.001170149,0.0007749496,0.0001839541,0.001735457],"category_scores_gemma":[0.002773232,0.0001682939,0.0002243498,0.002641625,0.0007903572,0.0004663208,0.0008883766,0.0003290579,0.0001522075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01842647,"about_ca_system_score_gemma":0.01877876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9907549,"about_ca_topic_score_gemma":0.9970654,"domain_scores_codex":[0.9994273,0.00005220565,0.00002945445,0.00006348137,0.0002611854,0.0001664826],"domain_scores_gemma":[0.9974599,0.0002581112,0.0005020891,0.0000739862,0.001341393,0.0003644963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000346184,0.00003573792,0.9815646,0.00004863074,0.0000348532,0.0001043005,0.005620037,0.0001752019,0.0002003484,0.00004909191,0.0004252266,0.0117073],"study_design_scores_gemma":[0.000001676555,0.00001246798,0.9929557,0.00002189823,0.000008940554,0.00001625724,0.006056987,0.0001648368,0.0000485263,0.00001937835,0.0006886977,0.000004623786],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938377,0.0002785856,0.0001148502,0.0001152584,0.000003345365,0.00004550896,0.0008648137,0.000005137822,0.004734792],"genre_scores_gemma":[0.9978731,0.0002784443,0.0003064048,0.00002898011,0.000001854995,0.00002577517,0.0004219954,0.000001586486,0.001061866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01842647,"threshold_uncertainty_score":0.1336941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.148842349989028,"score_gpt":0.3513885716668262,"score_spread":0.2025462216777982,"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."}}