{"id":"W2095661645","doi":"10.5194/ms-4-357-2013","title":"On understanding of design problem formulation for compliant mechanisms through topology optimization","year":2013,"lang":"en","type":"article","venue":"Mechanical sciences","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; East China University of Science and Technology","keywords":"Topology optimization; Compliant mechanism; Computer science; Point (geometry); Topology (electrical circuits); Path (computing); Function (biology); Mathematical optimization; Engineering; Mathematics; Finite element method; Structural engineering; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002781058,0.001469833,0.00121602,0.001038132,0.0005753537,0.002163869,0.001406514,0.001904938,0.006302498],"category_scores_gemma":[0.005110286,0.0006230584,0.001218923,0.0009508925,0.00182556,0.003068763,0.001610514,0.002287236,0.0009906348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009730431,"about_ca_system_score_gemma":0.001422379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008900613,"about_ca_topic_score_gemma":0.0006995635,"domain_scores_codex":[0.9987257,0.0005882428,0.00006888607,0.0001991861,0.000366972,0.00005099483],"domain_scores_gemma":[0.9983805,0.001058601,0.0001490046,0.0001239855,0.0002544906,0.0000334353],"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":[0.0000180763,0.00004590825,0.0001698271,0.0004978766,0.00002239323,0.0001169199,0.0001568986,0.4114595,0.001760895,0.5584368,0.001871558,0.02544338],"study_design_scores_gemma":[0.00001578871,0.00007689106,0.0001423344,0.0001695204,0.00001702167,0.0000967851,0.00007737257,0.6706597,0.0008044892,0.3157751,0.01214667,0.00001816197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001652709,0.0004627194,0.9898107,0.0004928341,0.00003621445,0.0000563813,0.00004854901,0.00002928839,0.007410656],"genre_scores_gemma":[0.1894244,0.004777594,0.7879735,0.0006868,0.0003346152,0.001257381,0.0003506759,0.0002053703,0.01498965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006302498,"threshold_uncertainty_score":0.02108401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0702160383240106,"score_gpt":0.2705269682468352,"score_spread":0.2003109299228246,"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."}}