{"id":"W7054571898","doi":"","title":"Analysis and optimal design of micro-machined thermal actuators","year":2001,"lang":"en","type":"other","venue":"Library and Archives Canada (Government of Canada)","topic":"Laser Design and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Optimal design; Optimal control; Actuator; Thermal; Control theory (sociology)","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":[0.000005842245,0.0002082165,0.0003419592,0.00006775156,0.0000339787,0.000009833426,0.0001501877,0.00004682257,0.0002388448],"category_scores_gemma":[5.201474e-7,0.000197677,0.0000326321,0.000141015,0.00005595101,0.00005656506,0.00004210272,0.00009448583,2.140474e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003501402,"about_ca_system_score_gemma":0.0002389533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004810717,"about_ca_topic_score_gemma":0.008040665,"domain_scores_codex":[0.9989649,0.00002624756,0.000196179,0.0001669778,0.0004729408,0.0001727645],"domain_scores_gemma":[0.9994695,0.00009887877,0.00009693744,0.0001869735,1.96092e-7,0.0001474744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008074486,0.0002663781,0.08394097,0.003826929,0.02050686,0.0003534704,0.0006757221,0.07000977,0.3702058,0.0243518,0.3147469,0.1103079],"study_design_scores_gemma":[0.00214056,0.0002025251,0.03483082,0.0006505863,0.002835199,0.00001885649,0.001538977,0.1758018,0.3253523,0.0003205371,0.4533462,0.002961721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007578029,0.001924827,0.05045399,0.0003644736,0.0001198179,0.0005329425,0.001577163,0.00008890685,0.9373599],"genre_scores_gemma":[0.641962,0.002029389,0.02281558,0.0002669061,0.0001248939,0.00003282622,0.00007827823,0.0003705627,0.3323196],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.634384,"threshold_uncertainty_score":0.8061035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002925956991270177,"score_gpt":0.1362656058902462,"score_spread":0.133339648898976,"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."}}