{"id":"W2565814073","doi":"10.2495/dne-v12-n2-235-245","title":"Adaptive structures and design concept of transformable joints","year":2016,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Morphing; Stiffness; Component (thermodynamics); Dissipation; Deformation (meteorology); Structural engineering; Computer science; Joint (building); Transformation (genetics); Engineering; Mechanical engineering; Artificial intelligence","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":[0.0003045308,0.0001046812,0.0001588036,0.0001639156,0.00001987864,0.000031516,0.0001490529,0.0001218807,0.00005321536],"category_scores_gemma":[0.00008829705,0.00007322639,0.0000388999,0.00005200865,0.00005146317,0.0004968477,0.000008146251,0.0002396456,9.281731e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004608449,"about_ca_system_score_gemma":0.00005589268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001465115,"about_ca_topic_score_gemma":0.000001351713,"domain_scores_codex":[0.99928,0.00005465347,0.0002945743,0.00006835155,0.0002076455,0.00009478135],"domain_scores_gemma":[0.9990531,0.0004161526,0.0001542788,0.00004761254,0.0002581772,0.0000707095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003912827,0.0002635985,0.0008693848,0.0001246908,0.003871028,0.0001906761,0.008278828,0.05441811,0.1375924,0.04850563,0.01978317,0.7221896],"study_design_scores_gemma":[0.02080238,0.003980512,0.02678103,0.002193357,0.001071828,0.009145977,0.003895029,0.2939672,0.330458,0.2609442,0.04386297,0.002897444],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02558783,0.002601965,0.9691144,0.0006787336,0.001267284,0.000110149,0.00002849547,0.00001554934,0.0005956129],"genre_scores_gemma":[0.9777164,0.001461968,0.02053034,0.00008993105,0.0001172918,8.349397e-7,9.603006e-7,0.00001276422,0.00006950941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9521286,"threshold_uncertainty_score":0.2986085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478864002694629,"score_gpt":0.2576852922772743,"score_spread":0.242896652250328,"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."}}