{"id":"W1550086923","doi":"10.1051/0004-6361/200913283","title":"Photometric redshifts for type Ia supernovae in the supernova legacy survey","year":2010,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Toronto","funders":"Comisión Nacional de Investigación Científica y Tecnológica; Australian Research Council; Science and Technology Facilities Council; European Southern Observatory; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Centre National de la Recherche Scientifique; National Science Foundation; Royal Society; National Aeronautics and Space Administration; California Institute of Technology; Consejo Nacional de Investigaciones Científicas y Técnicas; W. M. Keck Foundation","keywords":"Supernova; Photometry (optics); Physics; Redshift; Astrophysics; Galaxy; Photometric redshift; Light curve; Type (biology); Astronomy; Stars; Geology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003448584,0.0005658673,0.0003838183,0.007232339,0.0004912796,0.001361171,0.001082836,0.0004418936,0.002725009],"category_scores_gemma":[0.01246157,0.0003892204,0.000956827,0.003490027,0.0002601507,0.000599293,0.001453642,0.000532397,0.001547731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007250337,"about_ca_system_score_gemma":0.0005385019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100819,"about_ca_topic_score_gemma":0.01066197,"domain_scores_codex":[0.9980292,0.0003182452,0.000195481,0.0005566758,0.0007597128,0.0001406541],"domain_scores_gemma":[0.9909576,0.001672533,0.002948487,0.002734364,0.001347581,0.0003394469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001271015,0.00003831456,0.9253616,0.00007875731,0.0003139226,0.00007935533,0.0002718445,0.005726775,0.003413821,0.004057336,0.003434826,0.05709646],"study_design_scores_gemma":[0.0000298028,0.00006538412,0.961102,0.0000369296,0.0001020439,0.0002978185,0.0001393041,0.01196781,0.004989139,0.003192396,0.0180237,0.0000535535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7823711,0.001521618,0.1467505,0.0002500242,0.0002353693,0.000203527,0.03536331,0.004389247,0.0289153],"genre_scores_gemma":[0.917212,0.0004369534,0.04603163,0.00008504182,0.00009225016,0.0001694693,0.03196609,0.0003674614,0.00363904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0100819,"threshold_uncertainty_score":0.02004641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238298125124349,"score_gpt":0.27171980502438,"score_spread":0.2478899925119451,"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."}}