{"id":"W2922961522","doi":"10.1088/1538-3873/ab26f1","title":"Models and Simulations for the Photometric LSST Astronomical Time Series Classification Challenge (PLAsTiCC)","year":2019,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of the Pacific","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"","keywords":"Series (stratigraphy); Large Synoptic Survey Telescope; Time series; Photometry (optics)","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":[0.00218855,0.0009169945,0.001152681,0.0009722048,0.001084975,0.001363635,0.002821392,0.003381981,0.006557431],"category_scores_gemma":[0.01143226,0.0005644234,0.001514453,0.00110505,0.0006002877,0.001327908,0.001087393,0.002626169,0.001592817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002661223,"about_ca_system_score_gemma":0.002529774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08381966,"about_ca_topic_score_gemma":0.09326569,"domain_scores_codex":[0.9994491,0.0001968487,0.00002984721,0.0001536168,0.0000694555,0.0001010748],"domain_scores_gemma":[0.9936529,0.004710578,0.0002101063,0.0003622702,0.000645516,0.0004184733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003000207,0.0002555902,0.005277259,0.0001365182,0.00007596644,0.00008433454,0.00009823908,0.9427384,0.0002491967,0.00749797,0.03169455,0.01159192],"study_design_scores_gemma":[0.00004413519,0.00001333124,0.0002724691,0.000007039213,0.000005482119,0.000008015395,0.00001639272,0.9960602,0.0000641263,0.002731159,0.0007729265,0.000004710493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7961128,0.002580165,0.08922303,0.01733049,0.001566913,0.0005186427,0.0634785,0.006628679,0.02256065],"genre_scores_gemma":[0.8708971,0.0007071654,0.06426393,0.001540269,0.0004865654,0.0007175694,0.05083516,0.0007275676,0.009824669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08381966,"threshold_uncertainty_score":0.1666635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315560231148846,"score_gpt":0.2330531566439231,"score_spread":0.2098975543324346,"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."}}