{"id":"W2620256628","doi":"10.1093/pasj/psx080","title":"The Hyper Suprime-Cam software pipeline","year":2017,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of Japan","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":486,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"Planetary Science Division; Japan Society for the Promotion of Science; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Toray Science Foundation; High Energy Accelerator Research Organization; National Astronomical Observatory of Japan; National Central University; Ministry of Education, Culture, Sports, Science and Technology; Queen's University; Cabinet Office, Government of Japan; Space Telescope Science Institute; Los Alamos National Laboratory; Princeton University; Johns Hopkins University; Eötvös Loránd Tudományegyetem; Academia Sinica; California Institute of Technology; Japan Science and Technology Agency; Smithsonian Institution; U.S. Department of Energy; Jet Propulsion Laboratory; Queen's University Belfast; National Aeronautics and Space Administration; Durham University; National Science Foundation","keywords":"Pipeline (software); Software; Data processing; Image processing; Processing; Subaru Telescope","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002958432,0.000144438,0.0002235102,0.00001171414,0.001249614,0.0001442717,0.002126502,0.00003956793,0.0001634458],"category_scores_gemma":[0.00009715558,0.00009061131,0.0006088704,0.00008155882,0.001209616,0.0002462691,0.0007466035,0.0003203612,0.00002616911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003137975,"about_ca_system_score_gemma":0.0001899742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002302238,"about_ca_topic_score_gemma":0.0000025517,"domain_scores_codex":[0.998754,0.00004519117,0.0003652002,0.0002266136,0.0002385031,0.00037045],"domain_scores_gemma":[0.9975361,0.0002606611,0.000350651,0.001535053,0.0002021544,0.0001154275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009308187,0.0001680225,0.9151649,0.000002596453,0.000095979,1.73123e-11,0.00004806754,0.00007973504,0.0005788989,0.009562932,0.006689306,0.06760021],"study_design_scores_gemma":[0.0004887106,0.00002943208,0.9623212,0.0000165054,0.00003909148,3.561225e-8,0.0005181489,0.00140263,0.0132283,0.001469619,0.02035179,0.0001345417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663866,0.00001925468,0.02019643,0.01173904,0.00008086437,0.0002904947,0.00008199056,0.00001407378,0.001191215],"genre_scores_gemma":[0.9924086,0.000001034695,0.005072074,0.000007028399,0.0002914107,0.00005138461,0.00001943154,0.00001445819,0.002134537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06746567,"threshold_uncertainty_score":0.9611149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737068136865735,"score_gpt":0.2775013744316835,"score_spread":0.2601306930630262,"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."}}