{"id":"W4307800202","doi":"10.3847/1538-4357/ac94c2","title":"Improved Measurements of Galaxy Star Formation Stochasticity from the Intrinsic Scatter of Burst Indicators","year":2022,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"U.S. Department of Energy","keywords":"Physics; Burstiness; Astrophysics; Star formation; Galaxy; Star (game theory); Stars","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":[0.002528891,0.0005427677,0.0005052451,0.002051437,0.0002220837,0.001643053,0.0006214266,0.0003615706,0.0012609],"category_scores_gemma":[0.009245885,0.0004966531,0.0004659058,0.001341681,0.0003620468,0.001465594,0.001231348,0.0008749748,0.0005342168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006100796,"about_ca_system_score_gemma":0.0002923214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004900525,"about_ca_topic_score_gemma":0.005674776,"domain_scores_codex":[0.9987758,0.0003099179,0.00008512077,0.0004247167,0.0003084948,0.0000959938],"domain_scores_gemma":[0.9920974,0.003176131,0.001858759,0.001684658,0.0008017374,0.0003812648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004258048,0.00007348971,0.8295289,0.0001051795,0.0005300418,0.00006971011,0.0002965512,0.04579466,0.04738671,0.004962177,0.001782474,0.06904434],"study_design_scores_gemma":[0.00002348699,0.00008686107,0.6860709,0.000031997,0.0001151093,0.0002074216,0.00006321477,0.2791101,0.02478713,0.006321894,0.003063804,0.0001180886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8055472,0.0004540422,0.1838325,0.0001547048,0.00004043763,0.00002541076,0.00419407,0.001119303,0.004632278],"genre_scores_gemma":[0.9792118,0.0001200332,0.01663272,0.00004034886,0.00005384413,0.00001835615,0.003002832,0.0001688232,0.0007512356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004900525,"threshold_uncertainty_score":0.01337421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210845210802365,"score_gpt":0.2088775868720265,"score_spread":0.1967691347640028,"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."}}