{"id":"W2032642326","doi":"10.1108/01445151211212299","title":"Complexity mapping of the product and assembly system","year":2012,"lang":"en","type":"article","venue":"Assembly Automation","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Complexity management; Dependency (UML); Product (mathematics); Computer science; Computational complexity theory; Systems engineering; Industrial engineering; Engineering; Algorithm; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006830559,0.0001047201,0.0001309811,0.0001127911,0.0002007725,0.00008607853,0.0001247598,0.000034325,0.00000711347],"category_scores_gemma":[0.0001039192,0.00007877774,0.00002957896,0.0004632494,0.00003208279,0.001502073,0.0001164736,0.00005066419,0.0000429193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003645537,"about_ca_system_score_gemma":0.00001505471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005920829,"about_ca_topic_score_gemma":0.000006887011,"domain_scores_codex":[0.9991755,0.00002217688,0.0002520833,0.0001409417,0.0002300758,0.0001792163],"domain_scores_gemma":[0.9993299,0.00001432163,0.0003270677,0.0001943491,0.0001270924,0.000007309408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000249414,0.0002075642,0.5274663,0.003032511,0.0001096823,4.680238e-7,0.001236512,0.00006863276,0.05690397,0.3688762,0.0101768,0.03189641],"study_design_scores_gemma":[0.0002145594,0.000001287963,0.9791108,0.0001166614,0.00003704365,0.000003634989,0.0003261783,0.009707535,0.004804038,0.0002649276,0.005264217,0.0001491289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884718,0.0001047895,0.00106655,0.000876278,0.0007195255,0.0003740314,5.123492e-7,0.000190808,0.008195713],"genre_scores_gemma":[0.9986903,0.000001326692,0.0004736464,0.0001499716,0.0005621519,0.00001374005,0.00001640086,0.00001158678,0.00008089012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4516445,"threshold_uncertainty_score":0.3212463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02952073450697286,"score_gpt":0.2187340838497782,"score_spread":0.1892133493428054,"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."}}