{"id":"W4384930641","doi":"10.1002/sd.2685","title":"Transmission of knowledge and social learning for disaster risk reduction and building resilience: A Delphi study","year":2023,"lang":"en","type":"article","venue":"Sustainable Development","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"International Development Research Centre","keywords":"Disaster risk reduction; Community resilience; Resilience (materials science); Transformative learning; Knowledge management; Process (computing); Knowledge sharing; Environmental resource management; Sociology; Political science; Process management; Business; Computer science; Resource (disambiguation); Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.04762785,0.0007227203,0.0005152755,0.002983279,0.007973694,0.004677809,0.001411624,0.001952401,0.003748961],"category_scores_gemma":[0.03982364,0.0008733411,0.0006005667,0.001747662,0.005941638,0.004540823,0.009440913,0.002669611,0.0005116184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005632441,"about_ca_system_score_gemma":0.009401863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004388182,"about_ca_topic_score_gemma":0.003517433,"domain_scores_codex":[0.9663664,0.02703097,0.0008360487,0.0006154204,0.001575356,0.003575869],"domain_scores_gemma":[0.9578145,0.03542149,0.001038797,0.0008071095,0.003507474,0.001410657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001444625,0.0004298755,0.009591978,0.000332576,0.00001555106,0.00061506,0.9540162,0.0008535945,0.001170194,0.009026608,0.001090524,0.02271336],"study_design_scores_gemma":[0.0000123336,0.0001892571,0.002036692,0.0002006434,0.000006630644,0.00009321552,0.9900511,0.001248342,0.0003954154,0.00159469,0.004149919,0.00002168656],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841853,0.00007246531,0.004542303,0.001937056,0.0000220019,0.001357493,0.00004297188,0.00001055558,0.007829887],"genre_scores_gemma":[0.994619,0.0002073513,0.002588219,0.0003351733,0.000005253059,0.001146996,0.00001779976,0.000006062442,0.001074068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04762785,"threshold_uncertainty_score":0.2518831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586232146736262,"score_gpt":0.3152306397132276,"score_spread":0.299368318245865,"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."}}