{"id":"W4388315692","doi":"10.5267/j.uscm.2023.8.018","title":"The influence of crisis management and management tools on firm performance: Evidence from manufacturing SMEs in Thailand","year":2023,"lang":"en","type":"article","venue":"Uncertain Supply Chain Management","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contingency theory; Business; Contingency; Affect (linguistics); Manufacturing sector; Crisis management; Marketing; Knowledge management; Management; Economics; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001980924,0.0006634066,0.0005497191,0.00140771,0.0005919597,0.0006978751,0.001510436,0.0001107993,0.00006523372],"category_scores_gemma":[0.00005649975,0.0005443784,0.0001476329,0.001788948,0.0001978776,0.001425162,0.002189296,0.0003059344,0.0004309822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966711,"about_ca_system_score_gemma":0.000006705495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001021734,"about_ca_topic_score_gemma":0.0002401204,"domain_scores_codex":[0.9952573,0.00006462156,0.001047807,0.001198767,0.001307,0.001124479],"domain_scores_gemma":[0.9976636,0.0004263095,0.000468144,0.001330574,0.00006789097,0.00004351527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001307132,0.000393581,0.2792694,0.008158559,0.001082296,0.001235204,0.001062523,0.1366604,0.00002988226,0.08007531,0.06864124,0.4220845],"study_design_scores_gemma":[0.001357448,0.00005359102,0.8896241,0.001781872,0.0001895387,4.38768e-7,0.002753107,0.004627282,0.00007694402,0.006185245,0.09267315,0.0006773436],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775866,0.000365653,0.00006788607,0.003117318,0.0005217494,0.002895629,0.00001397657,0.0003090918,0.01512204],"genre_scores_gemma":[0.977056,0.01626094,0.0005120865,0.001274971,0.0002228816,0.000800479,0.00007422255,0.0000809356,0.003717503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6103547,"threshold_uncertainty_score":0.9997008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202372488922984,"score_gpt":0.2387209670103941,"score_spread":0.2166972421211643,"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."}}