{"id":"W3130277654","doi":"10.20944/preprints202102.0367.v1","title":"An Emergency Management Doctrine","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Armed Forces","keywords":"Emergency management; Doctrine; Process management; Preparedness; Agency (philosophy); Risk analysis (engineering); CLARITY; Process (computing); Business; Risk management; Identification (biology); Operations management; Computer science; Engineering; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.008163407,0.0008224765,0.0005292961,0.001643416,0.00571414,0.00805502,0.001748531,0.006179806,0.008235027],"category_scores_gemma":[0.009169558,0.0003829565,0.0006428675,0.001157913,0.01829304,0.008600321,0.006939792,0.01146346,0.003874152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004655665,"about_ca_system_score_gemma":0.007955143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001980128,"about_ca_topic_score_gemma":0.001309515,"domain_scores_codex":[0.9929558,0.002619456,0.0006768289,0.001011287,0.002285593,0.0004510289],"domain_scores_gemma":[0.9950702,0.001952725,0.0004201978,0.0008690589,0.001177108,0.0005107306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003205417,0.000005937282,0.00002582511,0.00002861112,0.00000122241,0.00002033794,0.0002999165,0.0001049279,0.00005553186,0.9786168,0.01313263,0.00770505],"study_design_scores_gemma":[0.000009445561,0.00002848873,0.0001518263,0.0004054245,0.000003474221,0.0002109337,0.0004511854,0.0004755736,0.000165485,0.2943918,0.7036864,0.00001997161],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00371435,0.01630685,0.1298383,0.1144398,0.01042342,0.0002172557,0.0003071295,0.0003572842,0.7243955],"genre_scores_gemma":[0.4251305,0.02396302,0.1620681,0.08404738,0.01531023,0.001245646,0.0008303518,0.0004841751,0.2869207],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008235027,"threshold_uncertainty_score":0.04317272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156292084806455,"score_gpt":0.4063743455942846,"score_spread":0.2907451371136391,"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."}}