{"id":"W28890389","doi":"10.1016/j.bbr.2017.09.009","title":"Modelling and optimization of a deformable mirror for laser beam control","year":2008,"lang":"en","type":"article","venue":"Behavioural Brain Research","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Deformable mirror; Laser beams; Laser; Optics; Beam (structure); Computer science; Control (management); Physics; Artificial intelligence; Adaptive optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003799708,0.00008222108,0.0001531507,0.0000846325,0.0002899989,0.00002035058,0.00006334059,0.00003405562,0.00002429604],"category_scores_gemma":[0.00001354216,0.0000745553,0.00005503786,0.00009436128,0.0001343111,0.0001207032,0.00003404301,0.0001296927,0.000001464036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001596563,"about_ca_system_score_gemma":0.00005157997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009595812,"about_ca_topic_score_gemma":0.000002821568,"domain_scores_codex":[0.9991218,0.00003850331,0.0001723774,0.0001616373,0.0002018073,0.0003038239],"domain_scores_gemma":[0.9992404,0.0002122614,0.00004861565,0.0001089365,0.0003190736,0.00007070471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004671635,0.0003817551,0.07573131,0.00004623592,0.0001071982,0.000007422677,0.00124234,0.9071218,0.005058065,0.006520776,0.001576722,0.001739183],"study_design_scores_gemma":[0.001514479,0.0001606631,0.0009268585,0.00002411823,0.00001408037,0.000002341212,0.0003374487,0.9913928,0.004690562,0.0006576004,0.000153751,0.0001253041],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.723725,0.00002748976,0.2752754,0.0001949938,0.00001528106,0.0003892825,0.00005892555,0.000005700806,0.0003079851],"genre_scores_gemma":[0.9737884,0.000003239035,0.02517073,0.00001082383,0.00003209437,0.00002300182,0.00004037418,0.00001683294,0.0009144393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2501047,"threshold_uncertainty_score":0.3040277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171780517124585,"score_gpt":0.334095201796085,"score_spread":0.2169171500836265,"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."}}