{"id":"W3182786091","doi":"10.3311/floodrisk2020.13.12","title":"A Resilient Leadership for Resilient Cities","year":2021,"lang":"en","type":"article","venue":"","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Sensibility; Reflexivity; Variety (cybernetics); Resilience (materials science); Sociology; Anticipation (artificial intelligence); Field (mathematics); Conceptual framework; Perspective (graphical); Construct (python library); Epistemology; Knowledge management; Engineering ethics; Public relations; Computer science; Psychology; Political science; Engineering; Artificial intelligence; Social science","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":[0.001173097,0.000394419,0.0001952071,0.001033492,0.004305725,0.005040426,0.0007362837,0.001435059,0.01073929],"category_scores_gemma":[0.001618624,0.0002191608,0.000494557,0.0005474795,0.01189597,0.004129303,0.005787721,0.002931915,0.001174214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002515753,"about_ca_system_score_gemma":0.003870183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009464735,"about_ca_topic_score_gemma":0.002254289,"domain_scores_codex":[0.9985274,0.0007435757,0.00003656547,0.0001332372,0.0002592859,0.0002999222],"domain_scores_gemma":[0.9988334,0.0002019256,0.0001886101,0.0001013506,0.000186679,0.0004880226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008338801,0.00005612062,0.0007747538,0.00007999477,0.000003800425,0.0002669563,0.005100226,0.000899564,0.0003000724,0.9758933,0.006620352,0.00999664],"study_design_scores_gemma":[0.00004895794,0.0001990701,0.003065835,0.0004494482,0.00001446983,0.0009384804,0.0305083,0.005967726,0.0005950077,0.6978936,0.260266,0.00005309992],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08123769,0.001533948,0.07824838,0.1029955,0.001013718,0.0002344822,0.00005555801,0.0002965223,0.7343842],"genre_scores_gemma":[0.9615989,0.0007951197,0.01191575,0.002539254,0.0001757483,0.0001126243,0.00002195774,0.00004582867,0.02279485],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01073929,"threshold_uncertainty_score":0.03592652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077061679531702,"score_gpt":0.332784822647165,"score_spread":0.2250786546939947,"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."}}