{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001577791,0.00008862942,0.0001314654,0.0001861099,0.001541637,0.00007105825,0.00009939171,0.00004330361,0.000006184129],"category_scores_gemma":[0.00009043594,0.00008162567,0.00001950902,0.0004643725,0.0001729221,0.0002124943,0.0001168561,0.00006818927,0.000001088763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007178594,"about_ca_system_score_gemma":0.0001460632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001180817,"about_ca_topic_score_gemma":0.00004349031,"domain_scores_codex":[0.9988279,0.0001430029,0.0001956499,0.000258113,0.0002171531,0.0003581627],"domain_scores_gemma":[0.9996401,0.00006886874,0.0000828479,0.00004057515,0.0001150919,0.00005249073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008829025,0.0001202462,0.01362392,0.0004244398,0.00003591463,0.000004876927,0.7753893,0.00009000298,0.0001736543,0.004890882,0.0005108009,0.2046477],"study_design_scores_gemma":[0.0005548514,0.0001036006,0.04466294,0.00003092535,0.00002794263,1.798476e-7,0.873114,0.0002489521,0.00008512958,0.001325387,0.07969294,0.000153144],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956437,0.0001108643,0.001533028,0.0001971202,0.00006047681,0.0008346469,2.261848e-7,0.0000553118,0.001564661],"genre_scores_gemma":[0.9815186,0.00009623004,0.00057883,0.000001917164,0.00004157767,0.00007529077,0.000001869874,0.000008016569,0.01767768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2044946,"threshold_uncertainty_score":0.9997582,"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."}}