{"id":"W4389715335","doi":"10.1093/mnras/stad3844","title":"The true fraction of repeating fast radio bursts revealed through CHIME source count evolution","year":2023,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"earthquake and tectonic studies","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science and Technology Council","keywords":"Repeater (horology); Physics; Astrophysics; Population; Repetition (rhetorical device); Fraction (chemistry); Confidence interval; Statistics; Limit (mathematics); Demography; Mathematics; Computer science","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":[0.0006652153,0.0001496932,0.0001595712,0.0008001621,0.0002260526,0.0006122724,0.000300764,0.0002318457,0.001489298],"category_scores_gemma":[0.004350153,0.0001850813,0.0001184674,0.0003744072,0.0003683892,0.0004403489,0.0003164852,0.0002508321,0.0004069826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004503177,"about_ca_system_score_gemma":0.0001449646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02005067,"about_ca_topic_score_gemma":0.021529,"domain_scores_codex":[0.9997625,0.00003042962,0.000008147143,0.00008438705,0.00006803581,0.00004650985],"domain_scores_gemma":[0.9981453,0.0005944226,0.0004798346,0.0002704962,0.0003311825,0.0001786684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003940889,0.000005431561,0.9869722,0.000007934154,0.00003840625,0.00005148513,0.000155147,0.00100845,0.006418988,0.000200728,0.0002610589,0.004840702],"study_design_scores_gemma":[7.206824e-7,0.000008631087,0.9957643,0.000002499989,0.000007034418,0.00008653443,0.00006483219,0.002919598,0.0007872981,0.0001089982,0.0002435348,0.000005931895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968335,0.00007388553,0.001238885,0.00004680082,0.000002335836,0.000004275096,0.0008106771,0.00005334174,0.00093629],"genre_scores_gemma":[0.9988438,0.00002209703,0.0003581464,0.000008829659,0.000001602865,0.000001542515,0.0005879494,0.000009437809,0.0001665679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02005067,"threshold_uncertainty_score":0.03986794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009771641931384684,"score_gpt":0.201277333658898,"score_spread":0.1915056917275134,"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."}}