{"id":"W7115817306","doi":"","title":"FLOOD-RISK COMMUNICATION: INSIGHTS FROM CANADIAN HOUSEHOLDS","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Perception; Survey data collection; Flood myth; Risk perception; Preference","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001862509,0.000425669,0.0004337561,0.001822298,0.02670507,0.005003588,0.001144883,0.0008272754,0.004975478],"category_scores_gemma":[0.004676479,0.0003309727,0.0002641814,0.005282323,0.003569152,0.001691682,0.003095884,0.001617334,0.000341765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07204713,"about_ca_system_score_gemma":0.0781489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9933271,"about_ca_topic_score_gemma":0.9962857,"domain_scores_codex":[0.9979721,0.0004534203,0.00005252431,0.0001489307,0.0005666662,0.0008063492],"domain_scores_gemma":[0.9969386,0.0008558833,0.0002105187,0.00006973465,0.001358928,0.0005663283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004416861,0.00003909739,0.02653683,0.0001080222,0.000006820856,0.0008697931,0.9485626,0.0001366292,0.0003566176,0.00336199,0.005148677,0.01482862],"study_design_scores_gemma":[0.000001740137,0.000009115486,0.01211918,0.00007355618,0.000004402025,0.00005507427,0.9705862,0.00009510247,0.0000635396,0.0001502889,0.01682432,0.00001741616],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608214,0.0008801277,0.0004165336,0.004362036,0.00003968391,0.0001123757,0.0008184796,0.00001195984,0.03253747],"genre_scores_gemma":[0.9869874,0.001970249,0.0004261941,0.0006744142,0.00001068383,0.00004200407,0.0002769447,0.00001449442,0.009597601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07204713,"threshold_uncertainty_score":0.522741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009431838095077322,"score_gpt":0.1908091218573645,"score_spread":0.1813772837622872,"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."}}