{"id":"W3111705500","doi":"10.1117/12.2575982","title":"Are we there yet? science-based roadmaps for astronomy technology research and development","year":2020,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Technology development; Instrumentation (computer programming); Observatory; Research development; Process (computing); Strategic planning; Research council; Technology roadmap; Computer science; Systems engineering; Engineering; Political science; Astronomy; Business; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007717768,0.00009367082,0.000159319,0.0007668836,0.0007893252,0.0008513674,0.001644511,0.00003582398,0.0002277241],"category_scores_gemma":[0.003372499,0.00006391471,0.00001823786,0.003210462,0.000761022,0.0001789461,0.001121443,0.0001161121,0.000251148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004400378,"about_ca_system_score_gemma":0.0004006455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003255664,"about_ca_topic_score_gemma":0.0000198412,"domain_scores_codex":[0.9966412,0.00004295417,0.0003512074,0.001074878,0.001426988,0.0004627409],"domain_scores_gemma":[0.9976726,0.0006307596,0.0001161605,0.0006526802,0.0007289936,0.0001988734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003610105,0.00007078518,0.015616,0.0000137237,0.000007632638,0.000003974201,0.0003397869,0.0001638121,0.0002206153,0.00857846,0.1723919,0.8025572],"study_design_scores_gemma":[0.0003639303,0.00009861315,0.003336189,0.00001642915,0.00000107388,4.013822e-7,0.008326207,0.007893812,0.003308148,0.004831542,0.971714,0.0001096804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2411223,0.0002326195,0.6231374,0.1237818,0.0006575916,0.001267756,0.00002322687,0.0002885302,0.009488841],"genre_scores_gemma":[0.8779597,9.199164e-7,0.1190989,0.0004024935,0.00003948452,0.00004474231,0.000002892771,0.000006402437,0.002444477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8024476,"threshold_uncertainty_score":0.8209756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5468274213236326,"score_gpt":0.4743368446115312,"score_spread":0.0724905767121014,"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."}}