{"id":"W6884593391","doi":"10.11575/prism/32980","title":"Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information","year":2018,"lang":"en","type":"other","venue":"University of Calgary","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cluster analysis; Similarity (geometry); Aggregate (composite); Dependency (UML); Hierarchical clustering; Group technology; Cell formation; Process (computing)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001352626,0.001256625,0.001155795,0.001616907,0.00100793,0.001100455,0.001807426,0.001307069,0.00274115],"category_scores_gemma":[0.002887178,0.000582234,0.001178121,0.002190421,0.0006730767,0.001103905,0.001514662,0.001003143,0.0004305589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001527515,"about_ca_system_score_gemma":0.001772846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195502,"about_ca_topic_score_gemma":0.01281205,"domain_scores_codex":[0.9992253,0.0002656998,0.00003529568,0.0001412448,0.0002135375,0.0001189453],"domain_scores_gemma":[0.9985768,0.0008304264,0.0001571259,0.0001115325,0.0002479485,0.00007614788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000437793,0.0000396802,0.0004381369,0.000101003,0.00003627393,0.00007399472,0.00008583104,0.9489449,0.001087269,0.008517057,0.001440668,0.03919151],"study_design_scores_gemma":[0.000007727079,0.00001926228,0.00009575219,0.000006786451,0.000008578682,0.00001828543,0.0000349103,0.9931391,0.0005110679,0.00534561,0.0008063428,0.000006580678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02142008,0.0004092157,0.9739149,0.000142874,0.00003124995,0.0001230983,0.00009571399,0.0001947323,0.003668241],"genre_scores_gemma":[0.4600896,0.0004953546,0.5318626,0.00008983354,0.00004910853,0.0004499609,0.0005907175,0.0001354251,0.006237516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01195502,"threshold_uncertainty_score":0.02377087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006540942222466515,"score_gpt":0.1769048144983953,"score_spread":0.1703638722759288,"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."}}