{"id":"W2017959571","doi":"10.1007/s10832-007-9131-5","title":"Spatial control of a smart beam","year":2007,"lang":"en","type":"article","venue":"Journal of Electroceramics","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Beam (structure); Controller (irrigation); Modal; Modal analysis; Truncation (statistics); Vibration; Range (aeronautics); Computer science; Control theory (sociology); Vibration control; Physics; Acoustics; Structural engineering; Optics; Control (management); Materials science; Engineering; Aerospace 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003218839,0.00008334633,0.0002325557,0.0001150697,0.00002059067,0.00001131956,0.0001015958,0.00006997063,0.00002582911],"category_scores_gemma":[0.00007961381,0.00007729894,0.00009872189,0.0001068352,0.00001764967,0.0001166088,0.000002967681,0.0002609304,0.000002426598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005450391,"about_ca_system_score_gemma":0.00004842365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002778668,"about_ca_topic_score_gemma":0.00004357887,"domain_scores_codex":[0.9991047,0.000008130515,0.0004788824,0.00003637769,0.0001822509,0.0001895946],"domain_scores_gemma":[0.9993938,0.0001329083,0.0001658245,0.00005498251,0.0001835738,0.00006893026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002041268,0.0002862565,0.008577235,0.0001542481,0.0009371777,0.00006948545,0.0005710027,0.1182197,0.8204627,0.004845565,0.001680731,0.04215464],"study_design_scores_gemma":[0.01048053,0.004102638,0.01946141,0.0001401867,0.0004273023,0.0005816959,0.0001332891,0.387032,0.5649582,0.002357086,0.009668381,0.0006573332],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2442387,0.000250158,0.7547097,0.00004729094,0.0002183067,0.00004001582,0.000001913759,0.0000150753,0.0004788323],"genre_scores_gemma":[0.9989343,0.00004200019,0.0005414724,0.00009882569,0.0003550653,2.306236e-7,4.582315e-7,0.00001388084,0.00001371549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7546957,"threshold_uncertainty_score":0.3152159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004049816315036747,"score_gpt":0.1986540873899121,"score_spread":0.1946042710748753,"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."}}