{"id":"W4398194813","doi":"10.1007/978-3-031-56772-8_8","title":"Arctic Vulnerability: Examining Biosecurity Risks Amidst Climate Change","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Biosecurity; Vulnerability (computing); Climate change; Arctic; The arctic; Environmental resource management; Vulnerability assessment; Geography; Environmental planning; Environmental science; Oceanography; Ecology; Psychology; Computer security; Computer science; Biology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006081107,0.0002941357,0.0001668081,0.001062499,0.001326862,0.003253089,0.0003797564,0.0006019022,0.008202363],"category_scores_gemma":[0.001024558,0.0001022563,0.0002064392,0.001452092,0.001071574,0.001906146,0.001013741,0.000781642,0.001080224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001804657,"about_ca_system_score_gemma":0.001774672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01091581,"about_ca_topic_score_gemma":0.02548368,"domain_scores_codex":[0.9997707,0.00009912544,0.000005788405,0.0000291863,0.00007301514,0.00002212636],"domain_scores_gemma":[0.999458,0.0003625727,0.00003494829,0.00001213464,0.00008816181,0.00004423088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002431029,0.00006647076,0.01577081,0.0009030867,0.00002897419,0.0006584818,0.04413237,0.003623886,0.0005743622,0.3448312,0.2147877,0.3745984],"study_design_scores_gemma":[0.000001465333,0.00003240912,0.02087003,0.002003318,0.0000140895,0.0005360256,0.03263357,0.001162877,0.0003364153,0.05319599,0.8891892,0.00002462374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04541974,0.06276207,0.01031198,0.01999662,0.002202037,0.0001059972,0.0006341786,0.0001187983,0.8584486],"genre_scores_gemma":[0.4983799,0.1409628,0.01920812,0.004497765,0.001418735,0.0002373378,0.001221976,0.0002029631,0.3338704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01091581,"threshold_uncertainty_score":0.02743965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0543380596495535,"score_gpt":0.2570861651060936,"score_spread":0.2027481054565401,"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."}}