{"id":"W4417298693","doi":"10.1051/0004-6361/202555583","title":"TDCOSMO","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"Gordon and Betty Moore Foundation; National Aeronautics and Space Administration; Space Telescope Science Institute; National Science Foundation","keywords":"Galaxy; Covariance; Fundamental plane (elliptical galaxies); Velocity dispersion; Scaling; Lens (geology); Stellar mass; Spectral line; Systematic error","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":[0.0008122826,0.0005688306,0.000425422,0.002069432,0.0005572904,0.001591962,0.0007609726,0.0002713025,0.06387091],"category_scores_gemma":[0.001830417,0.0002832118,0.0004350558,0.002211504,0.0002192409,0.001211087,0.001479546,0.0006251759,0.04253704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006824238,"about_ca_system_score_gemma":0.001187948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01020383,"about_ca_topic_score_gemma":0.01846498,"domain_scores_codex":[0.9994652,0.00003602136,0.00002900747,0.0002046373,0.0001784187,0.00008682972],"domain_scores_gemma":[0.9990053,0.00006757453,0.0001419507,0.0002772324,0.0003372401,0.0001707297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009252622,0.0001498087,0.080056,0.0004882308,0.0001511745,0.0004124389,0.0008523529,0.0009128397,0.01062642,0.01113482,0.720094,0.1741968],"study_design_scores_gemma":[0.00006981721,0.00005604606,0.05264515,0.00005652428,0.00003323233,0.0002209879,0.0002434688,0.00258477,0.004234545,0.001932667,0.9378928,0.00002992104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1514075,0.0006175133,0.02467154,0.00118945,0.0009828111,0.0004401819,0.549151,0.04407797,0.227462],"genre_scores_gemma":[0.1716443,0.0004492892,0.03697122,0.001021932,0.0004184606,0.0006292901,0.6921615,0.01134128,0.08536271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06387091,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00418680868443061,"score_gpt":0.1947427800655229,"score_spread":0.1905559713810923,"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."}}