{"id":"W6903185814","doi":"10.1051/0004-6361/202039626/pdf","title":"Synthesising the repeating FRB population using","year":2021,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; European Commission; National Aeronautics and Space Administration","keywords":"Population; Luminosity; Selection (genetic algorithm); Luminosity function; Fraction (chemistry); Function (biology); Repetition (rhetorical device); Degeneracy (biology)","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0007814189,0.0004633423,0.0003753232,0.0005729639,0.0004557743,0.0008626936,0.001409261,0.0009674093,0.003711588],"category_scores_gemma":[0.003505279,0.0003304459,0.0009921659,0.0005248239,0.0005437495,0.0007621515,0.0007737151,0.0007077749,0.0004493591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001366302,"about_ca_system_score_gemma":0.0009401512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02471833,"about_ca_topic_score_gemma":0.01634714,"domain_scores_codex":[0.9997736,0.00004871038,0.00001043642,0.0000781858,0.00004047485,0.00004853131],"domain_scores_gemma":[0.9987515,0.0005857623,0.0001381054,0.000211384,0.0001892739,0.0001239091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00009903883,0.00007263187,0.0297522,0.00005573283,0.00008508727,0.0001695765,0.0003343318,0.9412737,0.006449692,0.01094084,0.0009145127,0.009852667],"study_design_scores_gemma":[0.0000467959,0.00003896517,0.003874912,0.000008380878,0.00002207619,0.00005628773,0.00004855546,0.9880484,0.002136195,0.003523354,0.002173623,0.00002252468],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8338223,0.0001254759,0.1559834,0.000213657,0.0000826614,0.0001623593,0.001621317,0.001168719,0.006820122],"genre_scores_gemma":[0.9465252,0.00006001836,0.04905377,0.0001243946,0.00002221826,0.0001975348,0.001402495,0.0002631318,0.002351248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02471833,"threshold_uncertainty_score":0.04914892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781063321719286,"score_gpt":0.2456386672747463,"score_spread":0.2278280340575535,"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."}}