{"id":"W4409360095","doi":"10.1139/facets-2024-0077","title":"The challenge of meaningful knowledge mobilization of climate change research in the Canadian Arctic for early-career researchers","year":2025,"lang":"en","type":"article","venue":"FACETS","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Climate change; Arctic; Mobilization; The arctic; Political science; Environmental planning; Environmental resource management; Geography; Environmental science; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.008165521,0.00006549163,0.0001740537,0.00023782,0.003420956,0.000005869098,0.0003579171,0.0001589578,0.00002648114],"category_scores_gemma":[0.0009334162,0.000040599,0.00003628319,0.0005028433,0.0001718517,0.0000279976,0.0001803905,0.0005186111,0.00002258472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005590263,"about_ca_system_score_gemma":0.0008882103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2759407,"about_ca_topic_score_gemma":0.9844841,"domain_scores_codex":[0.9971544,0.001056027,0.0003230804,0.000151957,0.0001808664,0.00113364],"domain_scores_gemma":[0.9964014,0.002146403,0.0000716873,0.0003158827,0.001020258,0.00004439292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002055838,0.0001603968,0.1902495,0.00241093,0.00008027306,0.000001908218,0.6791018,0.000006577773,0.00001575356,0.1149945,0.005062278,0.007710467],"study_design_scores_gemma":[0.001791517,0.001005722,0.5141284,0.001004777,0.0000288512,1.963566e-7,0.3133546,0.0004495184,0.00002984067,0.01468876,0.1533459,0.0001719142],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6412475,0.008072137,0.00001300929,0.07000767,0.001290903,0.01550547,0.0001711753,0.00002233708,0.2636698],"genre_scores_gemma":[0.9964167,0.001382629,0.00001050171,0.0001100201,0.00006555438,0.001502249,0.000006339699,0.000009701237,0.0004963246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7085433,"threshold_uncertainty_score":0.9978765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4245900091511315,"score_gpt":0.5237542433733491,"score_spread":0.0991642342222176,"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."}}