{"id":"W3213211256","doi":"10.1093/mnras/stac2035","title":"On the optical properties of resonant drag instabilities: variability of asymptotic giant branch and R Coronae Borealis stars","year":2022,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kavli Foundation; Marsden Fund; Simons Foundation; Jet Propulsion Laboratory; Petroleum Research Newfoundland and Labrador; Rare Disease Foundation; Alfred P. Sloan Foundation; National Aeronautics and Space Administration; Higher Education Commission, Pakistan; National Science Foundation","keywords":"Physics; Astrophysics; Stars; Extinction (optical mineralogy); Radiative transfer; Drag; Outflow; Asymptotic giant branch; Line-of-sight; Mechanics; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002264439,0.0003017488,0.0002308399,0.0002820491,0.0003393714,0.0005325578,0.0004327078,0.0004829535,0.0006707183],"category_scores_gemma":[0.0009521808,0.0001319843,0.0005006992,0.0002088257,0.0004222482,0.0003738204,0.0004218243,0.0003197976,0.00008821412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005394773,"about_ca_system_score_gemma":0.0001410569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004578741,"about_ca_topic_score_gemma":0.002559229,"domain_scores_codex":[0.9999198,0.00001729057,0.000003913693,0.00002052022,0.00001387332,0.0000245926],"domain_scores_gemma":[0.9996477,0.0001317219,0.00008283718,0.0000322206,0.00003643976,0.00006902164],"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":[0.000527698,0.0003555944,0.1883532,0.00006732629,0.0002150338,0.0005559162,0.000356243,0.7389075,0.06247107,0.003082486,0.0008704775,0.004237417],"study_design_scores_gemma":[0.00006811304,0.0002169398,0.1457808,0.000007226769,0.00003271602,0.0001168127,0.0001197605,0.8484992,0.003735953,0.0009930385,0.000395941,0.00003350109],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987531,0.00002753376,0.0004260594,0.00003654741,0.000002538309,0.000004260522,0.00008612621,0.00002907851,0.0006348514],"genre_scores_gemma":[0.9997545,0.000006246581,0.0001152797,0.000006070149,0.000001776419,0.000002039855,0.00005592102,0.000005629287,0.00005254225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004578741,"threshold_uncertainty_score":0.009104192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009413611671639949,"score_gpt":0.1904755331833189,"score_spread":0.181061921511679,"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."}}