{"id":"W2037154244","doi":"10.2202/1547-7355.1464","title":"Emergency Managers in Ontario: An Exploratory Study of Their Perspectives","year":2009,"lang":"en","type":"article","venue":"Journal of Homeland Security and Emergency Management","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Emergency management; Exploratory research; Disaster risk reduction; Perspective (graphical); Public relations; Risk management; Business; Order (exchange); Task (project management); Political science; Sociology; Environmental planning; Engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002499916,0.0004614871,0.0005473287,0.001413478,0.02250504,0.004308297,0.001274489,0.001252498,0.004841953],"category_scores_gemma":[0.007960225,0.0006413085,0.0002582072,0.003549177,0.005385916,0.002243136,0.003525049,0.002286127,0.000391593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05170511,"about_ca_system_score_gemma":0.06166673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9252737,"about_ca_topic_score_gemma":0.9819847,"domain_scores_codex":[0.9961491,0.001302877,0.0001179105,0.0002199168,0.0007644279,0.001445835],"domain_scores_gemma":[0.9933146,0.00197339,0.001059305,0.00009975949,0.001449675,0.002103281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005000468,0.00004530412,0.01677029,0.00006912693,0.000004413969,0.00111076,0.9750127,0.00002100396,0.0004508184,0.0005624738,0.002381481,0.003521717],"study_design_scores_gemma":[0.000003746258,0.00002311978,0.01342761,0.00003858057,0.000003229076,0.00006338074,0.9734275,0.00002172509,0.0000419264,0.00003463518,0.01290522,0.000009343569],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783895,0.0007171103,0.0001565739,0.004871667,0.00005293994,0.0001466869,0.0002069576,0.000008923331,0.01544955],"genre_scores_gemma":[0.9843904,0.001574195,0.0002839727,0.001766672,0.00003355428,0.0001274571,0.0001121472,0.00001616931,0.01169532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07472634,"threshold_uncertainty_score":0.3751486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214546041663584,"score_gpt":0.2883745442635938,"score_spread":0.2669199400972354,"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."}}