{"id":"W7027192686","doi":"","title":"Climate Change Vulnerability Analysis: A Case Study of the Town of Lincoln, Ontarion, Canada","year":2024,"lang":"en","type":"other","venue":"Brock University Digital Repository (Brock University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Adaptive capacity; Climate change; Psychological resilience; Resilience (materials science); Community resilience; Adaptation (eye); Vulnerability assessment; Adaptive strategies","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":[0.001133962,0.0005120041,0.0004204738,0.001632609,0.02040515,0.002672667,0.002015973,0.001117456,0.003534202],"category_scores_gemma":[0.002448392,0.0003470606,0.0003659691,0.003511378,0.003837504,0.0007688499,0.002664306,0.001092777,0.0002233704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06081508,"about_ca_system_score_gemma":0.05951157,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.98106,"about_ca_topic_score_gemma":0.9958334,"domain_scores_codex":[0.9984517,0.0003992488,0.00003405247,0.0001394883,0.0003704871,0.0006049692],"domain_scores_gemma":[0.998492,0.0004682442,0.0001071655,0.00005387682,0.0004441554,0.0004345989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002061508,0.0005114826,0.1276534,0.0008932776,0.0001185986,0.05801731,0.6875126,0.003468956,0.003726976,0.01494418,0.01798209,0.08496486],"study_design_scores_gemma":[0.00001342852,0.0001251473,0.07108936,0.0002715052,0.0000426797,0.001622319,0.872567,0.001432991,0.0004354309,0.001129283,0.05120334,0.00006738039],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577904,0.001094778,0.001877075,0.00372217,0.00005458646,0.0004886533,0.000625987,0.0000275852,0.03431865],"genre_scores_gemma":[0.9816974,0.001456661,0.002397374,0.000543969,0.0000128437,0.0001470594,0.0001646826,0.0000222062,0.01355772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06081508,"threshold_uncertainty_score":0.4412464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486926282030625,"score_gpt":0.2037820994330446,"score_spread":0.1889128366127384,"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."}}