{"id":"W4401901138","doi":"10.1117/12.3019282","title":"Petalling mode sensing for the Thirty Meter Telescope","year":2024,"lang":"en","type":"article","venue":"","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Adaptive optics; Telescope; Optics; Spectrograph; Wavefront; Piston (optics); Physics; Deformable mirror; Computer science; Wavefront sensor","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":[0.0001153042,0.0001054115,0.00009460745,0.00002065702,0.0001845623,0.000187245,0.00005385882,0.00001578591,0.00008901046],"category_scores_gemma":[0.000002455833,0.00006118156,0.0001326224,0.00005238128,0.00002704765,0.00008227277,0.00003208759,0.0001015435,0.00003316132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001053791,"about_ca_system_score_gemma":0.00002579778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001173865,"about_ca_topic_score_gemma":0.000005475343,"domain_scores_codex":[0.9994405,0.000008649435,0.0001138391,0.0001760414,0.00007295085,0.0001880028],"domain_scores_gemma":[0.9995362,0.0002491265,0.00001683493,0.0001300574,0.00003983463,0.00002791894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002328817,0.00002903115,0.0001271815,0.00003951376,0.0006738531,0.000005977951,0.001058578,0.00585405,0.01269177,0.6759195,0.006372267,0.2972049],"study_design_scores_gemma":[0.00008253619,0.0000119427,0.00001017025,0.00003734261,0.00006660216,0.000001120352,0.0005210458,0.9480222,0.004434206,0.01567938,0.03100271,0.0001306943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01258785,0.0001639099,0.9578424,0.0005621699,0.0003273384,0.0001945485,0.0000138542,0.00004729538,0.02826067],"genre_scores_gemma":[0.9638311,0.000002079439,0.03114074,0.0000823614,0.0005979859,0.00000202463,0.000007961825,0.00002406804,0.004311676],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9512432,"threshold_uncertainty_score":0.2494912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022808296485042,"score_gpt":0.2769512554320429,"score_spread":0.2541429589470008,"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."}}