{"id":"W2804662286","doi":"10.1093/mnras/sty2002","title":"A new physical interpretation of optical and infrared variability in quasars","year":2018,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Perimeter Institute","funders":"Science and Technology Facilities Council","keywords":"Physics; Quasar; Interpretation (philosophy); Infrared; Astrophysics; Astronomy; Galaxy","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":[0.0004955078,0.0003458419,0.0003007198,0.001406284,0.0004774391,0.002044088,0.0007109847,0.0005859006,0.001789803],"category_scores_gemma":[0.001067544,0.0002086162,0.0004353967,0.0008989213,0.001835593,0.001983278,0.0008901932,0.0006854126,0.0002522724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003721382,"about_ca_system_score_gemma":0.000142938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001584275,"about_ca_topic_score_gemma":0.001138453,"domain_scores_codex":[0.9997696,0.0000219518,0.00001331111,0.0001019721,0.00004738926,0.00004564249],"domain_scores_gemma":[0.9993861,0.0001123237,0.0002437865,0.0001122566,0.00006152599,0.00008404861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001418383,0.0001709504,0.7987382,0.0002268265,0.000156787,0.001366834,0.003403999,0.001838931,0.06432855,0.07810238,0.003238336,0.04828631],"study_design_scores_gemma":[0.00001221386,0.0001163287,0.9397048,0.00005306309,0.00006225954,0.001683531,0.001008352,0.003587355,0.001883452,0.03750526,0.01433859,0.00004480829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.902188,0.00668285,0.05333478,0.00398145,0.0005788687,0.00006002575,0.001326166,0.000461768,0.03138615],"genre_scores_gemma":[0.9925949,0.000712829,0.003989183,0.0004552383,0.0005572289,0.00001784437,0.0002748221,0.00002608203,0.001371935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002044088,"threshold_uncertainty_score":0.005987525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004676241424602316,"score_gpt":0.205867667408245,"score_spread":0.2011914259836427,"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."}}