{"id":"W3111898686","doi":"10.1117/12.2559784","title":"ScopeSim: a flexible general purpose astronomical instrument data simulation framework in Python","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Python (programming language); Computer science; Template; Raw data; Software; Source code; Data reduction; Real-time computing; Computer hardware; Operating system; Programming language; Data mining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002481761,0.000533533,0.0007164986,0.000141553,0.0000926023,0.0003098836,0.001582847,0.0002266464,0.001640599],"category_scores_gemma":[0.00003453474,0.0005295452,0.0001947413,0.0002561044,0.000112862,0.0004398533,0.005540224,0.002307653,0.000354846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001495716,"about_ca_system_score_gemma":0.0006359212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006756225,"about_ca_topic_score_gemma":0.000004235952,"domain_scores_codex":[0.9964347,0.0001779367,0.0006980351,0.001457897,0.000464531,0.000766834],"domain_scores_gemma":[0.9976131,0.0001898026,0.0002042029,0.001556506,0.00005315643,0.0003832404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003208257,0.0008500529,0.05214991,0.00005971528,0.0002592999,0.000005477662,0.0001298398,0.3255864,0.0001697647,0.03835706,0.001057706,0.5810539],"study_design_scores_gemma":[0.001324972,0.0001751807,0.01473233,0.0004280268,0.00007178608,4.781666e-8,0.0002345475,0.9269158,0.002520426,0.04598489,0.006497806,0.001114232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1954169,0.00002429655,0.7986906,0.00136106,0.000273595,0.001105046,0.0005197584,0.00009503932,0.002513677],"genre_scores_gemma":[0.9385524,0.000001299658,0.05643273,0.0000789936,0.002112609,0.0001190681,0.00230342,0.00006211362,0.0003374117],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7431355,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109925344323514,"score_gpt":0.3841944742474922,"score_spread":0.2742691299239782,"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."}}