{"id":"W3084609034","doi":"10.1016/j.mex.2020.101064","title":"Arctic corridors and northern voices project: Methods for community-based participatory mapping for low impact shipping corridors in Arctic Canada","year":2020,"lang":"en","type":"article","venue":"MethodsX","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Korea Coast Guard; Social Sciences and Humanities Research Council of Canada; Fisheries and Oceans Canada; Nunavut Research Institute; Dalhousie University; University of the Sunshine Coast; Polar Knowledge Canada; ArcticNet; Dairy Farmers of Ontario; Nunavut Wildlife Research Trust; Carleton University; Transport Canada; Marine Environmental Observation Prediction and Response Network; Pew Charitable Trusts","keywords":"Rigour; Participatory action research; Arctic; Context (archaeology); Focus group; Relevance (law); Citizen journalism; Environmental planning; Qualitative research; Environmental resource management; Geography; Sociology; Political science; Environmental science; Oceanography; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007243275,0.0003085078,0.0008447372,0.0001350094,0.003535572,0.00001475054,0.000263736,0.0001983218,0.00002551717],"category_scores_gemma":[0.005471539,0.0002749167,0.0001317027,0.000368447,0.0001137536,0.00006581047,0.0001749768,0.0009796912,0.000001955129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114807,"about_ca_system_score_gemma":0.002784416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7040309,"about_ca_topic_score_gemma":0.9238205,"domain_scores_codex":[0.9923728,0.004849785,0.0007791435,0.0003751715,0.0001122841,0.001510874],"domain_scores_gemma":[0.9853665,0.01337699,0.0003892852,0.0002984956,0.00034037,0.0002283592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001069257,0.0001540375,0.6978178,0.01209068,0.0003137643,0.00001037781,0.2704562,0.002252827,0.0004090151,0.00004686021,0.0009024238,0.01447679],"study_design_scores_gemma":[0.01443268,0.003473751,0.1855202,0.00183004,0.0006581323,0.000008655919,0.4730621,0.2192379,0.0003379598,0.003286315,0.09567102,0.002481157],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8345006,0.0003910917,0.1553432,0.00293039,0.001028137,0.005505538,0.0001384193,0.00007207045,0.00009057112],"genre_scores_gemma":[0.7814736,0.00001550451,0.2058932,0.009456385,0.0002569945,0.00271517,0.00005654438,0.00008476515,0.00004785711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5122976,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2781125873503069,"score_gpt":0.5052590252999394,"score_spread":0.2271464379496325,"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."}}