{"id":"W646551123","doi":"","title":"Climate Change Engineering Vulnerability Assessment of Transportation Infrastructure in British Columbia - Phase II","year":2011,"lang":"en","type":"article","venue":"","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ministry of Transport; Legislation; Vulnerability (computing); Government (linguistics); Climate change; Environmental planning; Christian ministry; Business; Environmental resource management; Engineering; Transport engineering; Political science; Geography; Environmental science; Computer science","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":[0.0004721433,0.0004203572,0.0003411474,0.002119157,0.002049938,0.001719199,0.0009791314,0.000397031,0.003084002],"category_scores_gemma":[0.001514085,0.0003744587,0.0004430298,0.002897387,0.0004381813,0.0004671835,0.001126936,0.0006503887,0.0003139332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03194054,"about_ca_system_score_gemma":0.02647982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9799151,"about_ca_topic_score_gemma":0.9919153,"domain_scores_codex":[0.9993504,0.00005253033,0.00001817409,0.00005185065,0.0003199174,0.0002071063],"domain_scores_gemma":[0.9989197,0.00005389722,0.00003811614,0.00003677786,0.0008288757,0.0001226387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005820471,0.0007329254,0.6071402,0.0007541877,0.0003713793,0.002447243,0.003923383,0.07754177,0.008323557,0.006049767,0.0481547,0.243979],"study_design_scores_gemma":[0.0000349092,0.0001285645,0.9460654,0.0001491097,0.00005453809,0.00016211,0.005930045,0.01725401,0.002125979,0.0007267586,0.02731436,0.00005414393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9161341,0.001006673,0.002108597,0.001036487,0.00002241561,0.001180474,0.01129075,0.0001212579,0.06709918],"genre_scores_gemma":[0.9509044,0.0007628298,0.002177507,0.0001968032,0.000006473558,0.0003500779,0.007580959,0.0000336962,0.03798728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03194054,"threshold_uncertainty_score":0.2317459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162750743514013,"score_gpt":0.2704002511302798,"score_spread":0.2541251767788785,"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."}}