{"id":"W2053768029","doi":"10.1117/12.856121","title":"Ferrofluid deformable mirrors: recent advances and results","year":2010,"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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Ferrofluid; Computer science; Deformable mirror; Optics; Adaptive optics; Physics; Magnetic field","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":[0.0004681939,0.0002616845,0.0003118509,0.00005588114,0.000121724,0.0001049648,0.0004012439,0.000101556,0.00001434303],"category_scores_gemma":[0.0001715336,0.000210819,0.0002882879,0.0001619767,0.0002203015,0.0005735761,0.000147856,0.0003665845,0.000001224086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003578002,"about_ca_system_score_gemma":0.00002514328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001856086,"about_ca_topic_score_gemma":3.602108e-7,"domain_scores_codex":[0.9983481,6.834878e-9,0.0005902345,0.0003313643,0.0003803853,0.0003499477],"domain_scores_gemma":[0.9982024,0.00008916713,0.0003628674,0.00005169077,0.001168696,0.0001251736],"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":[0.0001147289,0.00008957439,0.0009264754,0.0001230981,0.0002284069,3.5893e-8,0.0002014522,0.00002840744,0.4201185,0.5747728,0.001180293,0.002216282],"study_design_scores_gemma":[0.005914848,0.0008831794,0.003848095,0.0006980497,0.0004661551,0.00002785678,0.008231648,0.09088334,0.5687983,0.02859132,0.2899934,0.00166376],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861463,0.0001364347,0.00005263824,0.001663576,0.0002839299,0.0003164998,0.00007748803,0.00003264087,0.01129045],"genre_scores_gemma":[0.851595,0.0002502167,0.1469236,0.00006084948,0.0006255062,0.00004701101,0.00002057989,0.00005940063,0.0004177471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5461815,"threshold_uncertainty_score":0.859695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235693445490179,"score_gpt":0.2381321747005999,"score_spread":0.2257752402456981,"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."}}