{"id":"W4400972599","doi":"10.1117/12.3019162","title":"Time domain astronomy with the next-generation Gemini-North adaptive optics facility","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":"University of British Columbia; York University; University of Toronto; Herzberg Institute of Astrophysics; University of Victoria","funders":"","keywords":"Adaptive optics; Domain (mathematical analysis); Computer science; Astronomy; Physics","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":[0.0001275963,0.0001977447,0.0001462786,0.00002847068,0.0002084519,0.0002315717,0.00009667999,0.00002383994,0.0003653427],"category_scores_gemma":[5.813363e-7,0.0001172096,0.00007823778,0.0001344681,0.0001355329,0.0002263482,0.00004966501,0.0001961937,0.0002823558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003235425,"about_ca_system_score_gemma":0.00009171821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004320526,"about_ca_topic_score_gemma":0.00002246303,"domain_scores_codex":[0.9990839,0.00004020645,0.0001544987,0.0003094413,0.0001599401,0.0002519975],"domain_scores_gemma":[0.9995251,0.00006985432,0.00004005729,0.0002289864,0.00006835796,0.00006766011],"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":[0.0001660935,0.0003383592,0.002984022,0.00002633467,0.00179442,0.00003780328,0.005190984,0.01962582,0.0081593,0.6579346,0.02933462,0.2744076],"study_design_scores_gemma":[0.00159754,0.001108185,0.002855432,0.0001266713,0.0005430753,0.00001505929,0.01770452,0.6420446,0.006686487,0.004561338,0.3203911,0.002365971],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3685431,0.00004549808,0.5867884,0.0005601283,0.00008667524,0.0002998957,0.00009090256,0.00006136519,0.04352405],"genre_scores_gemma":[0.9732051,5.147498e-7,0.02114172,0.00004173997,0.0005062355,0.00001223051,0.00013277,0.00001704872,0.004942658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6533733,"threshold_uncertainty_score":0.4779668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02941927842548752,"score_gpt":0.2223204297361759,"score_spread":0.1929011513106883,"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."}}