{"id":"W4301185465","doi":"10.1117/12.2629665","title":"HEART: Gemini Infrared Multi-Object Spectrograph (GIRMOS) Real-time Controller using Herzberg Extensible Adaptive Real-time Toolkit (HEART)","year":2022,"lang":"en","type":"article","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Extensibility; Computer science; Spectrograph; Object (grammar); Real-time computing; Physics; Programming language; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001198656,0.0006405483,0.0003510788,0.0004875033,0.0002893487,0.001046099,0.0019779,0.000534815,0.01257623],"category_scores_gemma":[0.00142401,0.0003758445,0.0003997891,0.0002891523,0.0004033481,0.0008921233,0.001019698,0.001344581,0.005395005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006412566,"about_ca_system_score_gemma":0.0008685944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001807841,"about_ca_topic_score_gemma":0.00188116,"domain_scores_codex":[0.9994093,0.00005745827,0.00002781804,0.0001237615,0.0003072718,0.00007443783],"domain_scores_gemma":[0.9994723,0.00009503881,0.00005170872,0.0001474742,0.0001529963,0.00008045634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002795772,0.0002584157,0.008370004,0.0007832758,0.0002644263,0.0007920237,0.001304351,0.05020951,0.2482529,0.07363492,0.1840197,0.4293146],"study_design_scores_gemma":[0.0004402829,0.0004265197,0.004943323,0.0001021143,0.00008550308,0.0007693183,0.0001064713,0.3180923,0.1549467,0.01041183,0.5094437,0.0002319742],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02519437,0.0004501875,0.7739659,0.0002570727,0.0003127118,0.0003408515,0.001251604,0.1623619,0.0358654],"genre_scores_gemma":[0.3130057,0.000478516,0.6236278,0.0005018778,0.0001717339,0.0004809917,0.005819672,0.01761607,0.0382975],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01257623,"threshold_uncertainty_score":0.04207164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252596685016003,"score_gpt":0.2298961749628448,"score_spread":0.2173702081126848,"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."}}