{"id":"W7026297329","doi":"","title":"Adapting to Environmental Change: Assessing the Vulnerability of Inuvialuit Communities to Infrastructure Risks Associated with Climate Change","year":2005,"lang":"en","type":"other","venue":"USC Research Bank (University of the Sunshine Coast)","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Climate change; Adaptive capacity; Livelihood; Vulnerability assessment; Political economy of climate change; Adaptation (eye); Scholarship; Ecological forecasting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003955454,0.0002917433,0.000791233,0.0003509112,0.006090559,0.0000129897,0.001440991,0.0004228724,0.0072565],"category_scores_gemma":[0.0002668726,0.0001957363,0.0001641084,0.0005583389,0.0006956374,0.0001133122,0.004516379,0.002178886,0.00004218017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007369783,"about_ca_system_score_gemma":0.000232179,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1114405,"about_ca_topic_score_gemma":0.5818672,"domain_scores_codex":[0.9940201,0.003331834,0.0002693642,0.0003012497,0.0007804921,0.001296962],"domain_scores_gemma":[0.9969949,0.001146603,0.0005362717,0.0009375743,0.0002457133,0.0001389206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004426463,0.0003645245,0.2815019,0.0009554854,0.001920382,0.00001533766,0.5234491,0.0001310883,0.00005130186,0.0002494157,0.1829773,0.007941592],"study_design_scores_gemma":[0.0009161274,0.000518253,0.5180041,0.001195496,0.0003173599,0.000001193586,0.3652721,0.0001028792,0.000002166912,0.00004082136,0.1132809,0.0003486575],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8637716,0.000677216,0.00004459529,0.01450913,0.0005524654,0.01041729,0.003103401,0.0001246468,0.1067996],"genre_scores_gemma":[0.9633172,0.0005307574,0.0002964422,0.00054598,0.000461396,0.00005864778,0.00007575324,0.0001629293,0.03455089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4704267,"threshold_uncertainty_score":0.9952034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2087295311488116,"score_gpt":0.424866715208888,"score_spread":0.2161371840600764,"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."}}