{"id":"W7101399221","doi":"10.21083/crrf.v27i1.8613","title":"Fostering resilience in coastal communities in the context of climate change","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Education and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Climate change; Context (archaeology); Vulnerability (computing); General partnership; Adaptive capacity; Psychological resilience; Resilience (materials science); Storm surge; Community resilience; Natural hazard","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001252611,0.0001325279,0.0002284544,0.000241525,0.0007850034,0.0001930596,0.0006345848,0.00008500613,0.00004706953],"category_scores_gemma":[0.0005711915,0.000097515,0.00006455438,0.001933272,0.0006104395,0.0007408794,0.0001692833,0.0001493431,0.000002159521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000451442,"about_ca_system_score_gemma":0.0002762444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3197606,"about_ca_topic_score_gemma":0.9210581,"domain_scores_codex":[0.9985796,0.0001146236,0.0005802843,0.000114646,0.0003128237,0.0002980003],"domain_scores_gemma":[0.998813,0.00009489968,0.0004320672,0.00009656221,0.0005215501,0.00004195778],"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":[0.00001739869,0.00004489951,0.3432422,0.0005178652,0.00001180489,4.434707e-8,0.2520157,0.000005408813,0.00007682204,0.367833,0.0003529635,0.03588186],"study_design_scores_gemma":[0.0002837987,0.00003293257,0.2244871,0.002713497,0.0000329262,5.940786e-7,0.7605622,0.0001889292,0.0001105616,0.003985965,0.007446276,0.0001552007],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909862,0.001001565,0.000001073268,0.03019072,0.0006134965,0.001623475,0.00002506464,0.000007289696,0.05667534],"genre_scores_gemma":[0.9952677,0.003611273,0.000004760712,0.0007984878,0.00003395074,0.00006862576,0.00001347796,0.000004572339,0.0001971633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6012974,"threshold_uncertainty_score":0.6847692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06030286444521907,"score_gpt":0.3283072743425319,"score_spread":0.2680044098973128,"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."}}