{"id":"W2157066323","doi":"10.1117/12.552141","title":"Deformable mirrors based on magnetic liquids","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Deformable mirror; Actuator; Adaptive optics; Optics; Ferrofluid; Materials science; Reflectivity; Magnetic field; Optoelectronics; Physics; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003102866,0.0003191233,0.0003447422,0.00009063009,0.0001158708,0.0000952179,0.0005342069,0.0001053077,0.00002877332],"category_scores_gemma":[0.00007188022,0.0002649397,0.0006118449,0.0002323317,0.0001771141,0.0003128461,0.00009099028,0.0002943809,0.000004552212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392044,"about_ca_system_score_gemma":0.00005178802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004132533,"about_ca_topic_score_gemma":1.222515e-7,"domain_scores_codex":[0.998177,7.251296e-9,0.0005115801,0.0003350918,0.0005500779,0.0004262757],"domain_scores_gemma":[0.9985401,0.00007240064,0.0002676807,0.00006139297,0.000929505,0.0001288917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001084721,0.0002275417,0.0006532368,0.0001237198,0.0001958143,8.394316e-8,0.000126631,0.003306752,0.1492145,0.8451839,0.000538022,0.0003212719],"study_design_scores_gemma":[0.009251496,0.003543377,0.00421288,0.001858334,0.0006470518,0.00001223487,0.004878615,0.4031444,0.523276,0.03426886,0.01283762,0.002069127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851353,0.00002327312,0.0003359321,0.001583791,0.0002064598,0.000393347,0.00003907461,0.00004505952,0.01223774],"genre_scores_gemma":[0.8977454,0.000005460393,0.1014547,0.0001227002,0.0003020958,0.00004854021,0.00001146614,0.00005686088,0.0002526776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8109151,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092088860040319,"score_gpt":0.222079237261067,"score_spread":0.2111583486606638,"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."}}