{"id":"W1964796115","doi":"10.5539/mas.v2n2p19","title":"Utilization of Design for Modularity Approach to Identify Product Platform","year":2008,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Sains Malaysia","keywords":"Modularity (biology); Computer science; Product (mathematics); Systems engineering; Data mining; Mathematics; Engineering; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.002942347,0.001159445,0.0005631362,0.003768635,0.0009204513,0.001682174,0.001090252,0.0009121882,0.002524151],"category_scores_gemma":[0.006324982,0.0005462273,0.00139218,0.001338786,0.00167113,0.00236839,0.001428034,0.0006836313,0.0004473223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383435,"about_ca_system_score_gemma":0.001675374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001377048,"about_ca_topic_score_gemma":0.001476976,"domain_scores_codex":[0.9962325,0.001649224,0.0002261248,0.0006149013,0.001113129,0.0001641546],"domain_scores_gemma":[0.9965198,0.00159459,0.000601605,0.0004304786,0.0007755971,0.00007794525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000209529,0.000237702,0.01872192,0.002063093,0.0003269659,0.001475639,0.007059905,0.04964435,0.04369113,0.2429225,0.002249135,0.6313981],"study_design_scores_gemma":[0.0002240307,0.001839102,0.02393908,0.001380052,0.0008373631,0.005967651,0.003528642,0.4833743,0.0769458,0.3030099,0.09861324,0.0003409163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01598139,0.0001787337,0.9797909,0.0001097046,0.000009169687,0.000236027,0.000027786,0.0001923125,0.00347394],"genre_scores_gemma":[0.1821608,0.0001845756,0.81562,0.00003751549,0.00000909145,0.0003048347,0.00009454672,0.00004984367,0.001538726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003768635,"threshold_uncertainty_score":0.01556087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1178687207389492,"score_gpt":0.2776721882378851,"score_spread":0.1598034674989359,"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."}}