{"id":"W4415587138","doi":"10.21083/crrf.v27i1.8614","title":"A progressive approach to climate change adaptation in Prince Edward Island First Nation communities","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"First nation; Vulnerability (computing); Climate change; Adaptation (eye); Traditional knowledge; Period (music); State (computer science)","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001459021,0.0003155645,0.0004921682,0.0009250742,0.005676395,0.0001533705,0.0005234441,0.0003826845,0.00006595816],"category_scores_gemma":[0.0008040751,0.0002912541,0.00009235677,0.002070743,0.000169474,0.0007332806,0.0003517185,0.0004465514,0.00003219067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003747748,"about_ca_system_score_gemma":0.001075753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2080142,"about_ca_topic_score_gemma":0.9295419,"domain_scores_codex":[0.9970854,0.0001400568,0.001100767,0.000267342,0.000336877,0.00106954],"domain_scores_gemma":[0.9964699,0.0001109013,0.0009268462,0.000202603,0.00213376,0.0001560107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001646145,0.0002011354,0.3903443,0.006636215,0.00009798206,2.355824e-7,0.4033735,0.0005061925,0.000008600795,0.1909197,0.00215455,0.005593031],"study_design_scores_gemma":[0.002588832,0.0004234361,0.3937837,0.01434505,0.0003746549,0.000008117827,0.5175795,0.02482431,0.00003893696,0.00416019,0.04075838,0.001114922],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7833518,0.001973942,0.0005805147,0.05906409,0.005118349,0.0330094,0.0003169014,0.0001118436,0.1164731],"genre_scores_gemma":[0.9952354,0.0008456498,0.0001971107,0.001426408,0.0001753266,0.001375734,0.0001866771,0.0000328563,0.0005248634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7215277,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06627699312946576,"score_gpt":0.3196343681829807,"score_spread":0.253357375053515,"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."}}