{"id":"W3105100595","doi":"10.3847/1538-435/aacf8b","title":"","year":2018,"lang":"en","type":"article","venue":"Liverpool John Moores University","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"High Energy Physics; Lawrence Berkeley National Laboratory; Division of Astronomical Sciences; Ministerio de Ciencia, Tecnología e Innovación Productiva; York University; New Mexico State University; University of Portsmouth; Carnegie Mellon University; Office of Science; Alfred P. Sloan Foundation; Princeton University; Goddard Space Flight Center; College of Engineering, Michigan State University; Johns Hopkins University; U.S. Department of Energy; Arizona State University; Harvard University; Ohio State University; Jet Propulsion Laboratory; University of California Institute for Mexico and the United States; California Institute of Technology; Space Telescope Science Institute; W. M. Keck Foundation; Brookhaven National Laboratory; Ministério da Ciência, Tecnologia e Inovação; Planning and Budgeting Committee of the Council for Higher Education of Israel; Comisión Nacional de Investigación Científica y Tecnológica; National Aeronautics and Space Administration; National Science Foundation","keywords":"Physics; Supernova; Astrophysics; Luminosity; Light curve; Spectral energy distribution; Infrared; Astronomy; Extinction (optical mineralogy); Stars; Galaxy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001452907,0.0003461055,0.0003426103,0.0002127121,0.0009999085,0.00008429265,0.0007638393,0.0000876732,0.001410969],"category_scores_gemma":[0.000004261713,0.0003641154,0.0002684007,0.0005333834,0.0005812814,0.0008104504,0.0004091992,0.000273067,0.0001713652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008851517,"about_ca_system_score_gemma":0.0001039117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006738472,"about_ca_topic_score_gemma":0.0002531492,"domain_scores_codex":[0.9980004,0.0001210348,0.0002016982,0.0006417095,0.0003136504,0.0007215513],"domain_scores_gemma":[0.9985662,0.00007756911,0.0001173451,0.000581414,0.0003073571,0.0003501161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002387027,0.0002155722,0.9716865,0.000005183175,0.0001890199,0.00004786095,0.002229309,0.00001399231,0.001470096,0.01485872,0.001523966,0.007521031],"study_design_scores_gemma":[0.002507091,0.000390753,0.903097,0.00003248618,0.0001326806,0.000003212926,0.008036226,0.0003650315,0.004269145,0.0008817144,0.07958627,0.0006983634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673859,0.00001133665,0.008888463,0.0004088375,0.0002163511,0.0002405918,0.00009663415,0.0001402993,0.0226116],"genre_scores_gemma":[0.994486,0.00000540736,0.001396196,0.0001149131,0.0008542785,7.15237e-7,0.00003612042,0.00002196343,0.003084393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07806231,"threshold_uncertainty_score":0.9998811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00776666633632825,"score_gpt":0.194553962814958,"score_spread":0.1867872964786297,"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."}}