{"id":"W6912016212","doi":"10.5281/zenodo.15687501","title":"Disastrous resonances: Social memory dynamics and extreme events. Key questions for cultural loss and landscape sustainability","year":2025,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Sustainability; Salient; Key (lock); Perspective (graphical); Bridging (networking); Focus (optics); Social dynamics; Cascading failure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001656861,0.0004484853,0.0003837781,0.001380387,0.003149774,0.005923643,0.001269464,0.002243883,0.007253164],"category_scores_gemma":[0.006299697,0.0002264899,0.0004372926,0.001189202,0.01654512,0.01043804,0.005864827,0.002705451,0.0005499861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002467631,"about_ca_system_score_gemma":0.001427334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003833705,"about_ca_topic_score_gemma":0.003873313,"domain_scores_codex":[0.9991747,0.0003714703,0.00002397397,0.0001372701,0.0001236185,0.000169002],"domain_scores_gemma":[0.9963516,0.001624242,0.0008154221,0.0003095929,0.0003101426,0.0005890958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001221312,0.0001134474,0.01211103,0.0003085773,0.00004832193,0.0009635448,0.1043508,0.002021525,0.001016726,0.8205482,0.01284671,0.04554908],"study_design_scores_gemma":[0.00002017396,0.00007892824,0.01877766,0.0003685767,0.00002868683,0.0006348789,0.07845598,0.003229246,0.0002566675,0.8296441,0.06842865,0.00007641063],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4111298,0.02930479,0.05439822,0.1438894,0.001369675,0.0001752783,0.0007038123,0.000226822,0.3588021],"genre_scores_gemma":[0.9892474,0.003111212,0.00201943,0.001323746,0.0003446454,0.00005422282,0.00006406123,0.00003473581,0.003800418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007253164,"threshold_uncertainty_score":0.02426428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03561109842369797,"score_gpt":0.3075143816439213,"score_spread":0.2719032832202233,"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."}}