{"id":"W4285189846","doi":"10.1007/978-3-030-89594-5_12","title":"Abundance, Resilience and Trust","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ambrose University","funders":"","keywords":"Resilience (materials science); Abundance (ecology); Geography; Psychology; Ecology; Biology; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002954209,0.0001465902,0.0001625745,0.0001007755,0.0006944434,0.0001230167,0.0004132148,0.00009296829,0.02086734],"category_scores_gemma":[0.00001896782,0.0001375108,0.00005258369,0.00004702609,0.0007082867,0.0001933587,0.000270807,0.0001863255,0.0001393507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005465884,"about_ca_system_score_gemma":0.00008121832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003150792,"about_ca_topic_score_gemma":0.001060087,"domain_scores_codex":[0.9986682,0.00002348414,0.0001470131,0.0003686323,0.000559222,0.0002334302],"domain_scores_gemma":[0.9995405,0.00005016758,0.00008552631,0.0002029713,0.00002132045,0.00009953335],"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":[0.000003412539,0.000003990261,0.00006742952,0.00001058049,0.000007673106,0.00001123222,0.001045514,8.70551e-7,4.266528e-7,0.9655256,0.01842047,0.01490285],"study_design_scores_gemma":[0.00005131128,0.00002215536,0.00008914065,0.00001701659,0.00001498637,3.879365e-7,0.001099199,0.000003088015,1.801648e-7,0.02616889,0.9723437,0.0001899368],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006519251,0.0005000244,0.00001467818,0.0007631312,0.0003559193,0.0002377764,0.000004645723,0.0000865552,0.9979721],"genre_scores_gemma":[0.002826409,0.002480059,0.00008455831,0.0003220135,0.0001459262,0.000007947398,0.000003428899,0.00001485855,0.9941148],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9539232,"threshold_uncertainty_score":0.9800277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016296375640143,"score_gpt":0.2655484153794195,"score_spread":0.2492520397392765,"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."}}