{"id":"W7140131754","doi":"10.1109/caisais68078.2025.11440753","title":"Developing a Performance Indicator System for Tool Management for Manufacturing Factories","year":2025,"lang":"","type":"article","venue":"","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Manufacturing; Automation; Management system; Performance indicator; Manufacturing operations; Flexible manufacturing system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01310584,0.001355196,0.0009695279,0.01276371,0.001152776,0.004103747,0.001075824,0.0009843549,0.002359658],"category_scores_gemma":[0.03015338,0.0003943013,0.0009117433,0.008956381,0.0006405001,0.004662073,0.001818271,0.001004543,0.001552924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002422474,"about_ca_system_score_gemma":0.002508818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004113196,"about_ca_topic_score_gemma":0.003055258,"domain_scores_codex":[0.9920449,0.002434071,0.001532846,0.0006613414,0.00286929,0.0004575512],"domain_scores_gemma":[0.9707417,0.01146513,0.004595208,0.001437589,0.01118451,0.0005759011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001017601,0.00106052,0.1784786,0.002465286,0.0002886685,0.0002661176,0.003502076,0.02013196,0.0215986,0.01876261,0.0117456,0.7406823],"study_design_scores_gemma":[0.0003489912,0.005215208,0.4302126,0.002006221,0.0009526241,0.001149349,0.01189485,0.2421535,0.1160507,0.02101081,0.1681147,0.0008903965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2914382,0.001441199,0.6393732,0.0009978221,0.0002142419,0.004059764,0.007883436,0.01205468,0.04253751],"genre_scores_gemma":[0.5775785,0.0005931849,0.4065359,0.000114889,0.00006572963,0.002400366,0.00922731,0.0002761412,0.003207923],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01310584,"threshold_uncertainty_score":0.06931114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119150695573941,"score_gpt":0.2212978450424448,"score_spread":0.2093827754850507,"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."}}