{"id":"W4387356357","doi":"10.1051/0004-6361/202347395","title":"Multimodality for improved CNN photometric redshifts","year":2023,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Institut National de Physique Nucléaire et de Physique des Particules; Japan Society for the Promotion of Science; Office of Science; New Mexico State University; National Astronomical Observatory of Japan; Centre National de la Recherche Scientifique; Agence Nationale de la Recherche; York University; College of Engineering, Michigan State University; Princeton University; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Carnegie Mellon University; Ministry of Education, Culture, Sports, Science and Technology; Harvard University; Brookhaven National Laboratory; Cabinet Office, Government of Japan; Toray Science Foundation; High Energy Accelerator Research Organization; Ohio State University; Compute Canada; National Science Foundation; University of Portsmouth; Vanderbilt University; Yale University; Centre National d’Etudes Spatiales; Japan Science and Technology Agency; U.S. Department of Energy; Canadian Foundation for AIDS Research; Academia Sinica","keywords":"Photometric redshift; Redshift; Galaxy; Convolutional neural network; Sky; Physics; Astrophysics; Telescope; Astronomy; COSMIC cancer database; Artificial intelligence; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008727284,0.001540652,0.0008968389,0.001332245,0.0003717085,0.0009259022,0.00171399,0.001097328,0.007155942],"category_scores_gemma":[0.003643829,0.0004425187,0.000899809,0.00117702,0.0003797113,0.002127711,0.001953474,0.001492194,0.00180621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315708,"about_ca_system_score_gemma":0.0006948271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008908992,"about_ca_topic_score_gemma":0.01193004,"domain_scores_codex":[0.9995646,0.00005297849,0.00002035409,0.0001336806,0.0001349038,0.00009346929],"domain_scores_gemma":[0.9993925,0.0001089345,0.00008175275,0.0001614602,0.0002143844,0.0000409887],"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":[0.0003710164,0.0001427406,0.004882473,0.0001581359,0.000193812,0.0001788025,0.0001150293,0.3292846,0.03882086,0.01115533,0.01073096,0.6039662],"study_design_scores_gemma":[0.00001060749,0.00002835182,0.001165613,0.00001136673,0.00002883858,0.00005165271,0.00001401714,0.9868673,0.005225785,0.004660472,0.001925863,0.00001016687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1081573,0.001153457,0.8724825,0.0008867406,0.0001748959,0.0000794771,0.001546764,0.008534512,0.006984257],"genre_scores_gemma":[0.7576241,0.0004149048,0.2306699,0.0004126237,0.0001901133,0.00008489486,0.002440499,0.0005723814,0.007590473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008908992,"threshold_uncertainty_score":0.02393907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008860936712325134,"score_gpt":0.2158991121600844,"score_spread":0.2070381754477593,"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."}}