{"id":"W4286423385","doi":"10.1117/12.2630395","title":"Managing NFIRAOS optical enclosure environment conditions from a high level software system","year":2022,"lang":"en","type":"article","venue":"Adaptive Optics Systems VIII","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Enclosure; Adaptive optics; Telescope; Computer science; Software; Controller (irrigation); Control system; Real-time computing; Engineering; Optics; Physics; Electrical engineering; Telecommunications; Operating system","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"],"consensus_categories":[],"category_scores_codex":[0.0003039615,0.0004894957,0.0006477802,0.0001396262,0.001261104,0.0001529848,0.0003866841,0.00007815768,0.0003646472],"category_scores_gemma":[0.000006572154,0.000529982,0.0002364424,0.0001809542,0.0001473055,0.0001811627,0.0005594708,0.0006014005,0.0002155059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005319062,"about_ca_system_score_gemma":0.00009819203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001861239,"about_ca_topic_score_gemma":0.000004069382,"domain_scores_codex":[0.996789,0.0002416809,0.0006849679,0.0008189128,0.0007922765,0.0006731641],"domain_scores_gemma":[0.9982572,0.0002970941,0.0003905905,0.0006887998,0.0001082917,0.0002580443],"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":[0.00008386668,0.0004044189,0.002641285,0.00004384481,0.001080784,0.0001923898,0.0007864575,0.1388792,0.001749982,0.8522587,0.0008575576,0.001021456],"study_design_scores_gemma":[0.01163065,0.002759605,0.01350431,0.001383244,0.002682585,0.0002371,0.193908,0.7036998,0.002311363,0.03555909,0.02459849,0.007725773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1631742,0.0004275731,0.8017024,0.0002399725,0.002212976,0.001776887,0.007263037,0.0002709542,0.02293205],"genre_scores_gemma":[0.9835081,0.000002739617,0.01300681,0.00003204064,0.0007815328,0.0002495776,0.0006551879,0.0001068623,0.001657176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.820334,"threshold_uncertainty_score":0.9997151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02174094880133717,"score_gpt":0.2147339765958397,"score_spread":0.1929930277945025,"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."}}