{"id":"W4402949477","doi":"10.3847/2041-8213/ad7b39","title":"The Formation Rate and Luminosity Function of Fast Radio Bursts","year":2024,"lang":"en","type":"article","venue":"The Astrophysical Journal Letters","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Astrophysics; Luminosity; Physics; Luminosity function; Astronomy; Function (biology); Biology; Galaxy","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":[0.0006774286,0.0001728927,0.0001121959,0.00139647,0.000193391,0.0005076099,0.0004091548,0.0002659827,0.001020448],"category_scores_gemma":[0.002586798,0.0001590653,0.0001933916,0.0004965648,0.0003523318,0.000361126,0.0002647021,0.0002304997,0.0003651471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008797537,"about_ca_system_score_gemma":0.0002315716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02151022,"about_ca_topic_score_gemma":0.009115424,"domain_scores_codex":[0.9998547,0.00001956966,0.000006513369,0.00004397365,0.00004111785,0.00003404284],"domain_scores_gemma":[0.9986368,0.0003253064,0.000543506,0.0001119949,0.0002512412,0.0001313166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001251707,0.00001796177,0.9541999,0.00003350757,0.00004034137,0.00009975486,0.0001862861,0.00564593,0.02015734,0.001266832,0.0005237773,0.01770311],"study_design_scores_gemma":[0.000004723456,0.00003111918,0.9814978,0.00000673549,0.00001277282,0.0001725449,0.00005309274,0.0123661,0.004744002,0.0002845053,0.0008144839,0.00001215882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937168,0.0002543548,0.00307857,0.00004101912,0.000002849122,0.00001252754,0.0005962527,0.00007915334,0.002218569],"genre_scores_gemma":[0.9973873,0.00008042651,0.0007954685,0.000009752192,0.000002159365,0.000005829656,0.001026983,0.00001579414,0.0006762694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02151022,"threshold_uncertainty_score":0.04277003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007044171985267907,"score_gpt":0.2039119157954671,"score_spread":0.1968677438101992,"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."}}