{"id":"W7024260327","doi":"","title":"Research Plan for the Study of Rapid Change, Resilience and Vulnerability in Social-Ecological Systems of the Arctic","year":2009,"lang":"en","type":"article","venue":"Digital Library Of The Commons Repository (Indiana University)","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Vulnerability (computing); Sustainability; Resilience (materials science); Psychological resilience; Plan (archaeology); The arctic; Adaptation (eye)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0166553,0.0008851725,0.0009138754,0.001852375,0.006462244,0.005267896,0.002448616,0.003156227,0.05717936],"category_scores_gemma":[0.01637596,0.0004424616,0.001302451,0.003045822,0.001693535,0.004577804,0.005079596,0.004056285,0.0130727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009740041,"about_ca_system_score_gemma":0.08416587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08566843,"about_ca_topic_score_gemma":0.1380558,"domain_scores_codex":[0.9935037,0.003171527,0.000341136,0.0004966854,0.001582414,0.0009045259],"domain_scores_gemma":[0.9723962,0.002831711,0.0006714188,0.001322616,0.01572712,0.007050983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002859742,0.0003210315,0.006257839,0.002199979,0.00003098877,0.0004149822,0.0111198,0.001249241,0.001279121,0.1431909,0.6694667,0.1641836],"study_design_scores_gemma":[0.0000767723,0.0002866547,0.008708519,0.00175747,0.0000522682,0.0001526859,0.02440534,0.0006411205,0.0004207508,0.01896496,0.9444759,0.00005753084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"protocol","genre_scores_codex":[0.02226911,0.009715396,0.05768299,0.4362799,0.03773056,0.04529601,0.02821147,0.00118263,0.3616319],"genre_scores_gemma":[0.09134918,0.01555956,0.2896576,0.04501721,0.003631482,0.05548532,0.02181312,0.0004686601,0.4770178],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.08566843,"threshold_uncertainty_score":0.191284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07096279912893536,"score_gpt":0.2974406926841173,"score_spread":0.2264778935551819,"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."}}