{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001012234,0.0001194285,0.0001460504,0.0003175192,0.000454761,0.00009889179,0.0004374662,0.00002827302,0.000004271171],"category_scores_gemma":[0.0001441034,0.0001123907,0.00002315133,0.001293819,0.0001507838,0.001018629,0.0001361909,0.0000402678,0.0000221304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003961361,"about_ca_system_score_gemma":0.00009908031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001007444,"about_ca_topic_score_gemma":8.732468e-7,"domain_scores_codex":[0.9985361,0.000001683943,0.0002279664,0.0004940637,0.0004662442,0.000273908],"domain_scores_gemma":[0.9992751,0.000008299976,0.000137528,0.0002644919,0.0002982197,0.00001635011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003475251,0.0005613142,0.002484073,0.0004443197,0.00001926672,4.610556e-7,0.002512539,0.0374251,0.7967413,0.106799,0.004493679,0.04817138],"study_design_scores_gemma":[0.0007897632,0.000009943424,0.02492646,0.00001577903,0.00002667026,0.000002314538,0.0001103357,0.821988,0.1149661,0.03487479,0.001776032,0.0005138297],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1125757,0.0000112444,0.877505,0.00006316754,0.0001273128,0.001128061,6.910341e-7,0.00007721028,0.008511576],"genre_scores_gemma":[0.9705128,0.000001483377,0.02885056,0.0002024878,0.0001622624,0.0001157296,0.00001883075,0.00001317234,0.0001226459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8579371,"threshold_uncertainty_score":0.4583159,"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."}}