{"id":"W2736620412","doi":"10.1007/s00163-017-0264-5","title":"Enhancing interface adaptability of open architecture products","year":2017,"lang":"en","type":"article","venue":"Research in Engineering Design","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"National Natural Science Foundation of China","keywords":"Adaptability; Interface (matter); Open architecture; Architecture; Computer science; User interface; Open platform; Product (mathematics); Systems engineering; Engineering; Operating system; Software","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":[0.001129055,0.000527829,0.0002285389,0.0005910536,0.0003027196,0.00170632,0.0007867197,0.0007382052,0.004518321],"category_scores_gemma":[0.008995357,0.0003398435,0.0003433283,0.0003992007,0.0003643073,0.002881628,0.001809044,0.0008959507,0.0008870271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071451,"about_ca_system_score_gemma":0.000236969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005111171,"about_ca_topic_score_gemma":0.0004320658,"domain_scores_codex":[0.9990579,0.000253758,0.00005957232,0.0001452911,0.0003598795,0.0001235812],"domain_scores_gemma":[0.99636,0.001585824,0.0003337017,0.001018154,0.000566296,0.0001358969],"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":[0.001320429,0.001070375,0.01695783,0.0003409318,0.00008894535,0.001052171,0.004078795,0.04036914,0.4449162,0.02495991,0.002471141,0.4623742],"study_design_scores_gemma":[0.0002261102,0.002376396,0.03541977,0.0001716507,0.0003662282,0.001682897,0.00198705,0.5975816,0.2808095,0.03769692,0.04154381,0.000137912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.691056,0.0001785633,0.2844327,0.0001756587,0.00006326746,0.000125974,0.00004125719,0.003712031,0.02021453],"genre_scores_gemma":[0.9520288,0.00008936131,0.0434828,0.00006788325,0.00001731045,0.00004575713,0.0001063275,0.0004077457,0.003753992],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004518321,"threshold_uncertainty_score":0.01511532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.111219682343256,"score_gpt":0.338608488915245,"score_spread":0.2273888065719889,"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."}}