{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001329967,0.001752811,0.0007883016,0.001808584,0.0008860421,0.002513156,0.003292762,0.0006251301,0.06081262],"category_scores_gemma":[0.003857562,0.001136389,0.001440239,0.001233983,0.0005924061,0.002215445,0.002768165,0.001970197,0.04084528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042273,"about_ca_system_score_gemma":0.002179256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007446364,"about_ca_topic_score_gemma":0.00632515,"domain_scores_codex":[0.9991193,0.00007212229,0.000075508,0.0003031185,0.000320382,0.0001095074],"domain_scores_gemma":[0.9986461,0.0002534595,0.00006598487,0.0004398008,0.0005003387,0.00009440204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001013619,0.0001321007,0.004030986,0.0004705508,0.0001679808,0.0003456663,0.0003486609,0.007419657,0.01884403,0.01684941,0.6416667,0.3087107],"study_design_scores_gemma":[0.0005742511,0.0001437311,0.007344937,0.0001672884,0.0001065623,0.0003629015,0.0002035947,0.2130761,0.08805775,0.03417021,0.6555328,0.000259955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00589056,0.0002303897,0.3719806,0.0003611033,0.0002271051,0.0004221756,0.02304316,0.5750749,0.02277012],"genre_scores_gemma":[0.09699994,0.0003731343,0.6100169,0.001437815,0.0002509449,0.001502451,0.1489689,0.1075258,0.03292414],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.06081262,"threshold_uncertainty_score":0.2034385,"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."}}