{"id":"W1015792036","doi":"10.1007/978-3-642-32229-7_3","title":"Magnetic Fluid Deformable Mirrors","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Characterization and Applications of Magnetic Nanoparticles","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Deformable mirror; Adaptive optics; Actuator; Wavefront; Optics; Computer science; Physics; Mechanical engineering; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003120841,0.0001868949,0.0001458062,0.00006856558,0.00002843697,0.00002463105,0.00011935,0.0001331396,0.01512183],"category_scores_gemma":[0.000001232998,0.0001843004,0.00005283513,0.00001944106,0.0000268002,0.00006639664,0.0000258198,0.00009716111,0.004420904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002649109,"about_ca_system_score_gemma":0.000006996414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001728106,"about_ca_topic_score_gemma":0.000003478752,"domain_scores_codex":[0.9993979,0.000001119457,0.0002133153,0.0001013066,0.0001042544,0.0001820782],"domain_scores_gemma":[0.9995644,0.00001022111,0.00002098223,0.0002790471,0.0000228836,0.0001024734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007566098,0.00004189687,0.00002490779,0.0003193681,0.00007459705,0.000003380084,0.0001311903,0.0003545174,0.04931311,0.5824755,0.05420614,0.3130478],"study_design_scores_gemma":[0.00009683246,0.00001192983,0.00006191885,0.00001690252,0.0000306622,0.000006264541,0.000002166478,0.001796459,0.002348213,0.001448437,0.9939116,0.0002686543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004672587,0.002163463,0.0003861419,0.0000735519,0.0001564972,0.0001897824,0.00001919388,0.0004864456,0.9960577],"genre_scores_gemma":[0.03400839,0.001206182,0.001319979,0.0001126115,0.0001204689,0.00003178931,0.00009445167,0.0001010662,0.9630051],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9397054,"threshold_uncertainty_score":0.9963543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01553659236178985,"score_gpt":0.1952397834347976,"score_spread":0.1797031910730078,"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."}}