{"id":"W2147141853","doi":"10.1080/00207540902950860","title":"A graph-based model for manufacturing complexity","year":2009,"lang":"en","type":"article","venue":"International Journal of Production Research","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Manufacturing engineering; Computer science; Industrial engineering; Product (mathematics); Profit (economics); Engineering; Mathematics; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009836593,0.001459881,0.0008776526,0.002600636,0.0007694451,0.002513666,0.002711138,0.00213775,0.00717498],"category_scores_gemma":[0.004230721,0.0005953483,0.001649085,0.002774093,0.001453378,0.004341425,0.001229081,0.00191388,0.001218205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003507341,"about_ca_system_score_gemma":0.001433251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01535924,"about_ca_topic_score_gemma":0.01207637,"domain_scores_codex":[0.9988564,0.0003692018,0.00005356424,0.0002401833,0.0003589552,0.0001216528],"domain_scores_gemma":[0.9979912,0.001193067,0.0002487431,0.0001507834,0.0002866392,0.0001295681],"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":[0.0000155601,0.00003294365,0.0003649137,0.00005280078,0.00002835244,0.0001025329,0.00006318293,0.7470074,0.0005069581,0.2422918,0.001447558,0.008085919],"study_design_scores_gemma":[0.000008903246,0.00001497296,0.0001547328,0.0000113571,0.00001165679,0.00004227912,0.00001556537,0.9083383,0.00007773259,0.08776671,0.003545049,0.00001281284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01055257,0.0004254642,0.972771,0.0008935083,0.00008085862,0.0001125897,0.0005874699,0.0002988705,0.01427767],"genre_scores_gemma":[0.5848778,0.002344607,0.3861244,0.0004319593,0.0002369067,0.0009207392,0.001756463,0.0003025526,0.02300459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01535924,"threshold_uncertainty_score":0.03053969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.178373633681229,"score_gpt":0.3828539740669558,"score_spread":0.2044803403857267,"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."}}