{"id":"W4390744933","doi":"10.34223/jic.2023.16.2.353","title":"A Study on the Diagnosis and Improvement of Humanitarian Emergency Relief System and Overseas Korean Protection System","year":2023,"lang":"en","type":"article","venue":"Society for International Cultural Institute","topic":"Marine and Coastal Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency management; Business; Medical emergency; Political science; Medicine; Law","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":[0.00212685,0.0001991415,0.000120381,0.001094454,0.001095778,0.002034901,0.0003963853,0.0004095111,0.002669497],"category_scores_gemma":[0.005239083,0.0001521884,0.0002522702,0.001042982,0.000552495,0.002368813,0.0008254073,0.000481059,0.0002070965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004184453,"about_ca_system_score_gemma":0.004628982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01778818,"about_ca_topic_score_gemma":0.01461749,"domain_scores_codex":[0.9976496,0.001146046,0.0001345515,0.0002395803,0.0004157892,0.0004144645],"domain_scores_gemma":[0.9968557,0.0006398463,0.0006160564,0.00012777,0.001190953,0.0005695884],"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":[0.0004973831,0.001126375,0.6341508,0.0008059624,0.0001112811,0.001638612,0.03627266,0.009531544,0.004625245,0.05922406,0.009435945,0.24258],"study_design_scores_gemma":[0.0000851932,0.001091426,0.7181121,0.0004513542,0.0001674471,0.0008136044,0.1631421,0.03110368,0.004171882,0.003901477,0.07688372,0.00007611055],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584952,0.0006253648,0.004682659,0.002262163,0.00007898483,0.000234487,0.0001001132,0.00003239927,0.03348863],"genre_scores_gemma":[0.9945039,0.0003510582,0.001487785,0.00008640991,0.00001133451,0.00002887034,0.00005664965,0.000003520301,0.003470606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01778818,"threshold_uncertainty_score":0.03536928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06926871688134865,"score_gpt":0.3040656726074686,"score_spread":0.23479695572612,"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."}}