{"id":"W2320238566","doi":"10.5751/es-05189-170435","title":"Book Review: Goldstein, B. E. 2012. Collaborative Resilience: Moving Through Crisis to Opportunity. The MIT Press, Cambridge, Massachusetts","year":2012,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Environmental ethics; Sociology; Political science; Media studies; Philosophy; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009993174,0.0001654171,0.0003659017,0.00001937671,0.0004028728,0.00003627852,0.0002391112,0.000149964,0.0003468529],"category_scores_gemma":[0.0002115096,0.0001373434,0.0001068291,0.0002189063,0.0001716559,0.000592298,0.0001560281,0.000201598,0.0002726716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009307876,"about_ca_system_score_gemma":0.00009006016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003935459,"about_ca_topic_score_gemma":0.000006239007,"domain_scores_codex":[0.9986465,0.00005367327,0.0004301507,0.0003388855,0.00006461752,0.0004661901],"domain_scores_gemma":[0.9990717,0.0001603304,0.0002255007,0.0002860593,0.00006947928,0.0001869197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004799338,0.00004059569,0.01159125,0.00005019502,0.00005547667,0.000001103599,0.001870365,0.000004896529,0.000001646436,0.01371375,0.972599,0.00006692693],"study_design_scores_gemma":[0.0001238314,0.00003575872,0.08192517,0.0000253704,0.0000129818,0.000004328563,0.0006518082,0.00001213025,0.00002116964,0.0004604252,0.9165518,0.0001751831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01174832,0.8796819,0.0005556857,0.05683063,0.0007474498,0.001057216,0.0001080567,0.00003941952,0.04923132],"genre_scores_gemma":[0.06089171,0.4609105,0.001956522,0.4112407,0.0003294804,0.0003556813,0.00002544231,0.00003206453,0.06425792],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4187714,"threshold_uncertainty_score":0.5600703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741890932818037,"score_gpt":0.2639621643144437,"score_spread":0.2365432549862633,"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."}}