{"id":"W106437413","doi":"","title":"Symbiotic Design of Products and Manufacturing Systems Using Biological Analysis","year":2009,"lang":"en","type":"article","venue":"CERES (Cranfield University)","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Product (mathematics); Computer science; Systems design; Product design; Manufacturing engineering; New product development; Systems engineering; Engineering; Software engineering; Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004827411,0.0005869539,0.0003792511,0.0009281673,0.0008560548,0.001693045,0.0006120052,0.0006143908,0.002545994],"category_scores_gemma":[0.001037469,0.000395917,0.001040605,0.0005977807,0.001826039,0.001122828,0.001125581,0.0006596564,0.0004258152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193628,"about_ca_system_score_gemma":0.0008178299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001841037,"about_ca_topic_score_gemma":0.001605146,"domain_scores_codex":[0.9996642,0.0001019221,0.00002033371,0.00008144241,0.0001040978,0.00002793612],"domain_scores_gemma":[0.9997234,0.0001019533,0.00005569235,0.0000485925,0.00004666718,0.00002363176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003384478,0.00004206744,0.001570427,0.0001897911,0.00004675647,0.0003681291,0.000757999,0.3890439,0.02244451,0.5379103,0.0006006826,0.04699153],"study_design_scores_gemma":[0.00001935981,0.00006699955,0.0007876192,0.00004057768,0.00002444578,0.0001538236,0.0001728023,0.749134,0.003419471,0.2342992,0.01185613,0.00002561598],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04053924,0.0003537264,0.94448,0.0001970193,0.0000324178,0.00007424769,0.0000379734,0.000141286,0.01414405],"genre_scores_gemma":[0.4851228,0.0005204668,0.5077288,0.00005807092,0.00002244683,0.0002376899,0.00008910983,0.00006774775,0.006152913],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002545994,"threshold_uncertainty_score":0.008660436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296808489258254,"score_gpt":0.184987765752235,"score_spread":0.1553069168264096,"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."}}