{"id":"W3209210874","doi":"10.3390/su132112035","title":"Northern Research Policy Contributions to Canadian Arctic Sustainability","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Carleton University","funders":"","keywords":"Sustainability; General partnership; Sustainability science; Thematic analysis; Political science; Indigenous; Arctic; Public relations; Qualitative research; Environmental resource management; Social sustainability; Environmental planning; Sociology; Geography; Social science; Ecology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03866836,0.0006754784,0.001120135,0.004991014,0.02913732,0.01777961,0.003106726,0.003630478,0.01050815],"category_scores_gemma":[0.05650882,0.0006671672,0.001244862,0.01231859,0.01415523,0.004564413,0.009199873,0.00484541,0.0007790345],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2594023,"about_ca_system_score_gemma":0.5591766,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9894414,"about_ca_topic_score_gemma":0.9913287,"domain_scores_codex":[0.9639204,0.01127647,0.001493466,0.002578127,0.01496558,0.005766001],"domain_scores_gemma":[0.9162435,0.02291326,0.002278247,0.002937152,0.04866364,0.006964156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000173152,0.00005974154,0.01081884,0.006569879,0.0001414587,0.001281474,0.05941218,0.002626326,0.001084505,0.5715593,0.1535413,0.1927319],"study_design_scores_gemma":[0.00001246328,0.00002179276,0.01033991,0.003435698,0.0001072389,0.0001376625,0.02894276,0.0004106818,0.0004237902,0.01940778,0.9366753,0.00008511996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0345029,0.105268,0.01017399,0.2599247,0.005100512,0.0004829811,0.002299731,0.0003498729,0.5818972],"genre_scores_gemma":[0.6615603,0.1460878,0.03044325,0.05506474,0.001249086,0.0009796036,0.001870925,0.000422016,0.1023223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7405977,"threshold_uncertainty_score":0.8589884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04300436323245831,"score_gpt":0.4875792021126465,"score_spread":0.4445748388801882,"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."}}