{"id":"W2088479589","doi":"10.1117/12.600728","title":"Web-based actuator selection tool","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Dielectric materials and actuators","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Actuator; Materials science; Electroactive polymers; Computer science; Interface (matter); Artificial muscle; Process (computing); Mechanical engineering; Composite material; Engineering; Artificial intelligence","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":[0.00188201,0.002006771,0.001314008,0.004075989,0.0007409895,0.002831438,0.002452061,0.001769222,0.07044941],"category_scores_gemma":[0.005994644,0.001127513,0.001128637,0.001735568,0.0003376535,0.002811573,0.00184533,0.001436864,0.03339159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006196464,"about_ca_system_score_gemma":0.0006387542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109866,"about_ca_topic_score_gemma":0.001335105,"domain_scores_codex":[0.9989706,0.0001630082,0.0001451005,0.0001659427,0.0004716204,0.00008383847],"domain_scores_gemma":[0.9951476,0.002807976,0.0002066815,0.0006569138,0.0009134342,0.0002673196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002238288,0.0008908572,0.00510376,0.001969474,0.000242398,0.003154304,0.0004938115,0.005541596,0.02813851,0.009272049,0.4477443,0.4952106],"study_design_scores_gemma":[0.0008947558,0.0003364065,0.005676457,0.0005667813,0.0001700093,0.003121474,0.0003803803,0.1276519,0.08095955,0.01980606,0.75999,0.0004461161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.01051349,0.0007715733,0.4198731,0.0006667805,0.0002730321,0.0009951672,0.02377093,0.5091142,0.03402167],"genre_scores_gemma":[0.1750273,0.001873106,0.5514751,0.002812721,0.0003756184,0.004503636,0.08820379,0.05944432,0.1162844],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.07044941,"threshold_uncertainty_score":0.2356768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006526894399861869,"score_gpt":0.2043062180212963,"score_spread":0.1977793236214344,"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."}}