{"id":"W2002065222","doi":"10.1007/s11069-012-0386-z","title":"Best practices in risk and crisis communication: Implications for natural hazards management","year":2012,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Hazard; Event (particle physics); Adaptation (eye); Risk management; Risk analysis (engineering); Natural hazard; Work (physics); Hazard analysis; Tying; Business; Environmental resource management; Psychology; Computer science; Engineering; Geography; Ecology; Environmental science","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":[0.1218073,0.001092604,0.001092367,0.005060923,0.009475898,0.02600946,0.005696941,0.009254161,0.008249663],"category_scores_gemma":[0.2275205,0.0009617942,0.0008752725,0.00365582,0.0171597,0.01563411,0.008868794,0.01027761,0.001417836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01392638,"about_ca_system_score_gemma":0.05430692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02582586,"about_ca_topic_score_gemma":0.03961023,"domain_scores_codex":[0.9065717,0.07125767,0.004087258,0.003307837,0.01202742,0.002748118],"domain_scores_gemma":[0.7078301,0.2026737,0.01228728,0.01860419,0.04200555,0.01659919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002865483,0.002574817,0.01791692,0.003535988,0.0002816649,0.0008634975,0.1028248,0.004955182,0.0007981999,0.1685262,0.06779296,0.6296432],"study_design_scores_gemma":[0.0002607778,0.0004314944,0.01464879,0.01866112,0.0002265787,0.0009156489,0.1875041,0.003256791,0.001404056,0.6181141,0.1542175,0.0003590462],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03253122,0.02218797,0.07112834,0.8020407,0.003099493,0.0005152982,0.0001976145,0.0003920817,0.06790724],"genre_scores_gemma":[0.675724,0.03093947,0.2473709,0.03649756,0.001472809,0.001382926,0.0002132971,0.0002545521,0.00614462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1218073,"threshold_uncertainty_score":0.6441863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03897346394341371,"score_gpt":0.3856860669902903,"score_spread":0.3467126030468766,"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."}}