{"id":"W4402488744","doi":"10.21203/rs.3.rs-4814519/v1","title":"Strengthening Climate Disaster Education for Youth in Black Communities across Western Canada","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Vulnerability (computing); Climate change; Political science; Empowerment; Psychological resilience; Participatory action research; Agency (philosophy); Citizen journalism; Youth empowerment; Geography; Environmental resource management; Environmental planning; Economic growth; Sociology; Psychology; Ecology; Social science; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003655527,0.0002012396,0.0002543284,0.0002781101,0.0007945421,0.000867478,0.000559574,0.0002533197,0.00005028224],"category_scores_gemma":[0.0004319873,0.0002155081,0.00008094982,0.00041809,0.0003553612,0.0001539309,0.0008259651,0.00106805,0.00002148128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002397974,"about_ca_system_score_gemma":0.005035079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9344144,"about_ca_topic_score_gemma":0.9990983,"domain_scores_codex":[0.9962612,0.0009155275,0.0004203387,0.0003703987,0.001119882,0.000912629],"domain_scores_gemma":[0.9976419,0.0008959998,0.000118286,0.0004355831,0.0007667885,0.0001415036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004396557,0.00008542985,0.03084429,0.002444379,0.00001988501,0.000001895077,0.9567789,0.0003481206,0.000004089038,0.0023761,0.001456144,0.005596785],"study_design_scores_gemma":[0.0001396436,0.0000286665,0.004610117,0.002164474,0.00001346739,8.767111e-8,0.9838175,0.0009809231,0.00001071248,0.003288463,0.004706537,0.0002394774],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890274,0.0005740383,0.00001269605,0.002361765,0.0008456431,0.001802273,0.002145756,0.00006187983,0.003168515],"genre_scores_gemma":[0.9942626,0.0008136759,0.00006143331,0.00004382331,0.0006472719,0.0005703356,0.002085828,0.00005020568,0.001464764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06468391,"threshold_uncertainty_score":0.8932014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2921288132637858,"score_gpt":0.4772645719154983,"score_spread":0.1851357586517125,"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."}}