{"id":"W3029638939","doi":"10.3847/1538-3881/ab9642","title":"Spitzer Variability Properties of Low-gravity L Dwarfs","year":2020,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Science and Technology Facilities Council","keywords":"Physics; Astrophysics; Amplitude; Brown dwarf; Population; Rotation (mathematics); Spitzer Space Telescope; Astronomy; Anomaly (physics); Telescope; Stars; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003057989,0.0001366432,0.0002689286,0.00001091106,0.000153011,0.00003895428,0.0002791198,0.00002088152,0.00038385],"category_scores_gemma":[0.00003263652,0.00008132627,0.0001576527,0.00004606919,0.0001787181,0.00007407919,0.00009479259,0.0003625259,0.00004728264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001389519,"about_ca_system_score_gemma":0.00006354303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003318625,"about_ca_topic_score_gemma":2.83999e-7,"domain_scores_codex":[0.9990373,0.0001347106,0.0003249665,0.0001384744,0.0001378536,0.0002266967],"domain_scores_gemma":[0.999392,0.000100201,0.0001669264,0.0001580372,0.00005351902,0.0001293404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001334482,0.00007086575,0.9922961,0.000008635172,0.0001824171,2.18381e-7,0.000553643,0.0003202991,0.0005609998,0.0003238832,0.0005049142,0.005044556],"study_design_scores_gemma":[0.0008471087,0.0001444238,0.9883592,0.00003137422,0.000136073,0.000004952423,0.0005446372,0.0007735615,0.00614104,0.001556939,0.001253918,0.0002067301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915158,0.00006548296,0.002666215,0.001852689,0.0001733011,0.0001044418,0.000006239418,0.000008255085,0.003607587],"genre_scores_gemma":[0.9985437,0.000002580959,0.0002941016,0.00006186373,0.001060294,0.000002063432,0.000001979835,0.000008243836,0.00002512353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00702796,"threshold_uncertainty_score":0.4202889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179340177981011,"score_gpt":0.2072897399898304,"score_spread":0.1893557221917293,"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."}}