{"id":"W2745527384","doi":"10.1079/9781780648330.0009","title":"The development of resilience thinking.","year":2017,"lang":"en","type":"book-chapter","venue":"CABI eBooks","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Resilience (materials science); Heuristics; Socio-ecological system; Tourism; Section (typography); Sociology; Management science; Epistemology; Process management; Political science; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007545404,0.0001558425,0.0002515839,0.00002426596,0.004229227,0.0000995407,0.0008371809,0.0002177141,0.0000357457],"category_scores_gemma":[0.0001967214,0.0001153465,0.0001147512,0.000003560391,0.002058855,0.00002172097,0.0001692644,0.0002135868,0.00003982759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002009807,"about_ca_system_score_gemma":0.0007582311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003434248,"about_ca_topic_score_gemma":0.01626846,"domain_scores_codex":[0.9986584,0.00002548302,0.0002748828,0.000188957,0.0005994635,0.0002528264],"domain_scores_gemma":[0.9989163,0.000178831,0.0003610969,0.0003179336,0.0001610747,0.00006475129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002326095,0.000001189892,0.000004529336,0.000007109672,0.00003636587,0.000001704863,0.03913399,1.921616e-8,0.000001599809,0.755128,0.001980225,0.203703],"study_design_scores_gemma":[0.00003599562,0.00000664679,0.00006070875,0.00008993345,0.00001247171,5.132463e-8,0.0005256493,5.369736e-8,0.00001882877,0.1217569,0.877367,0.000125834],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002335026,0.00277782,0.00001289649,0.0001324761,0.0007882541,0.0002222636,0.000003316535,0.00003234436,0.9960073],"genre_scores_gemma":[0.002986691,0.0002502568,0.0001983576,0.00002582123,0.0003568857,0.00001130866,7.893277e-7,0.00001450111,0.9961554],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8753867,"threshold_uncertainty_score":0.9970672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05697495207595225,"score_gpt":0.2779542449993114,"score_spread":0.2209792929233591,"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."}}