{"id":"W4286423442","doi":"10.1117/12.2630206","title":"HEART: REVOLT RTC using Herzberg Extensible Adaptive Real-time Toolkit (HEART)","year":2022,"lang":"en","type":"article","venue":"Adaptive Optics Systems VIII","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Testbed; Computer science; Observatory; Telescope; Sky; Personalization; Controller (irrigation); Real-time computing; Embedded system; Physics; Optics; Astronomy","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009576964,0.000699092,0.00109424,0.0002611234,0.001768024,0.0002019733,0.0003976619,0.000114034,0.0005283573],"category_scores_gemma":[0.00002068147,0.0007664749,0.0004196545,0.000642448,0.0002018379,0.0004012574,0.0006373094,0.0008886989,0.000341321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005199743,"about_ca_system_score_gemma":0.0003701556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003830836,"about_ca_topic_score_gemma":0.000006833276,"domain_scores_codex":[0.9952558,0.0006779534,0.0009430246,0.001068503,0.0009229719,0.001131802],"domain_scores_gemma":[0.9972732,0.0003600473,0.0005517664,0.0009191068,0.0005422502,0.0003536333],"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":[0.000906624,0.001424965,0.004619441,0.00008115915,0.001985985,0.0002470436,0.003183699,0.3506316,0.1019894,0.5111369,0.02306803,0.0007252571],"study_design_scores_gemma":[0.002677685,0.001907023,0.0008486674,0.0003705098,0.0004877095,0.0002454684,0.02133976,0.9330353,0.001115966,0.004045188,0.03118398,0.002742809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7093996,0.001432801,0.06546188,0.0004852015,0.005122383,0.005008487,0.001703531,0.0006096915,0.2107764],"genre_scores_gemma":[0.9711145,0.0000053247,0.01881545,0.00009178354,0.001169182,0.00008588276,0.00008480917,0.00019567,0.008437425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5824037,"threshold_uncertainty_score":0.9995316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02632453046786884,"score_gpt":0.2501022228886912,"score_spread":0.2237776924208223,"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."}}