{"id":"W7128647129","doi":"10.26180/5072848","title":"Assessing manufacturing plant competitiveness: an empirical field study","year":2017,"lang":"","type":"article","venue":"Monash University","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Manufacturing process; Workforce; Portfolio; Manufacturing; Empirical research; Advanced manufacturing; Process (computing); Computer-integrated manufacturing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001025629,0.0004396683,0.0005325341,0.0003385509,0.004841565,0.004099254,0.001763057,0.000180979,0.001608889],"category_scores_gemma":[0.0000855839,0.0005154017,0.0001901151,0.0001124815,0.0002106405,0.008627049,0.002476954,0.0004942531,0.0002635558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001626793,"about_ca_system_score_gemma":0.00005073053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005467258,"about_ca_topic_score_gemma":0.002448016,"domain_scores_codex":[0.9973456,0.0001794658,0.000334499,0.0009238917,0.0005886304,0.0006278838],"domain_scores_gemma":[0.9977686,0.0001270341,0.0005478283,0.001351496,0.0001254073,0.00007959295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005514515,0.003540401,0.9615209,0.0006172509,0.0004369599,0.00338347,0.001393419,0.0001920289,0.00001863226,0.004016025,0.002035642,0.02229383],"study_design_scores_gemma":[0.001885905,0.0001161983,0.7891322,0.0001582337,0.000377959,0.000001337343,0.03000276,0.003329049,0.00006547157,0.0002335437,0.1740174,0.000680039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9440602,0.00001690841,0.001397583,0.003274651,0.0009469891,0.000639067,0.00001759822,0.0001205256,0.04952649],"genre_scores_gemma":[0.9954715,0.00001970582,0.00007839699,0.0008444395,0.000680962,9.388117e-7,0.00004455683,0.00002685921,0.002832647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1723887,"threshold_uncertainty_score":0.9997298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07301703545827729,"score_gpt":0.3049235125302665,"score_spread":0.2319064770719892,"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."}}