{"id":"W2062971117","doi":"10.1093/mnras/stt1289","title":"Bayesian asteroseismology of 23 solar-like Kepler targets","year":2013,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Physics; Asteroseismology; Stars; Astrophysics; Adiabatic process; Kepler; Hertzsprung–Russell diagram; Surface (topology); Surface gravity; Bayesian probability; Stellar evolution; Statistics","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":[0.001344459,0.0002558056,0.0004550731,0.001385481,0.0002933253,0.0009018535,0.0004272521,0.0004618239,0.0009275237],"category_scores_gemma":[0.004265781,0.0002790619,0.0003076815,0.001205303,0.0002249944,0.0007446074,0.001012088,0.000241876,0.0005194063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003747345,"about_ca_system_score_gemma":0.0002727812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004068039,"about_ca_topic_score_gemma":0.004137478,"domain_scores_codex":[0.9995236,0.0001229986,0.00004428418,0.0001419575,0.0001217581,0.00004529468],"domain_scores_gemma":[0.9984592,0.0005150321,0.0003799293,0.000223328,0.0003118484,0.0001106888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004657874,0.0001453156,0.8375133,0.00009813189,0.0001873928,0.0003679337,0.0008314173,0.08360606,0.01651777,0.001735292,0.0006004738,0.05793121],"study_design_scores_gemma":[0.00003738216,0.0001426053,0.8112903,0.00002149783,0.0001154572,0.0005393435,0.0005031265,0.1761849,0.006314582,0.002633567,0.002156142,0.00006112654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933997,0.00008561451,0.005269007,0.00001714859,0.000001427463,0.000006546047,0.0002984921,0.00005535928,0.0008665581],"genre_scores_gemma":[0.9963725,0.00004903814,0.002125277,0.000004570454,0.000002127878,0.00000371645,0.001223456,0.00001968353,0.0001997451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004068039,"threshold_uncertainty_score":0.008088708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006894112839943541,"score_gpt":0.1938543264221664,"score_spread":0.1869602135822229,"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."}}