{"id":"W3003895262","doi":"10.3390/su12031081","title":"Sustainable Emergency Management Based on Intelligent Information Processing","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Complement (music); Computer science; Rank (graph theory); Sustainable development; Information processing; Emergency management; Knowledge management; Risk analysis (engineering); Data science; Process management; Engineering management; Engineering; Business; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001467534,0.0001589763,0.0001888952,0.0001544699,0.001159781,0.00001547164,0.0002351234,0.0001222213,0.001364647],"category_scores_gemma":[0.002528118,0.0001415142,0.00006791279,0.0008129109,0.00004618124,0.0004506037,0.0001714594,0.0006177591,0.0003988333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0018407,"about_ca_system_score_gemma":0.002012419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001933413,"about_ca_topic_score_gemma":0.000006205773,"domain_scores_codex":[0.9969491,0.0004500343,0.0007509821,0.0002916824,0.0006103174,0.0009479245],"domain_scores_gemma":[0.9966849,0.0002024973,0.0001647172,0.000326284,0.002195388,0.0004262335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006162594,0.0005345636,0.3990067,0.07592015,0.00002466196,0.00004776853,0.01477654,0.005801989,6.075944e-7,0.1247669,0.02918762,0.3437699],"study_design_scores_gemma":[0.001737225,0.0007731578,0.3840158,0.0001026968,0.00001845866,1.168169e-7,0.05946669,0.0670542,0.000009904351,0.01871563,0.4676825,0.00042364],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1648987,0.0002533728,0.1449863,0.2731681,0.001195214,0.03378398,0.00008778368,0.001356642,0.3802699],"genre_scores_gemma":[0.9935731,0.00001710572,0.0002840289,0.003415129,0.0001400482,0.0007853665,0.00007699815,0.00001341115,0.001694854],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8286744,"threshold_uncertainty_score":0.9995483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04970408649653581,"score_gpt":0.444468929641576,"score_spread":0.3947648431450402,"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."}}