{"id":"W4413036142","doi":"10.3847/1538-4357/adeb73","title":"Sleeping Giants Arise: Monitoring the Return of Three Changing-look Quasars to Their High States<sup>*</sup>","year":2025,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Physics; Quasar; Astronomy; Astrophysics; 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":[0.000305753,0.0001496835,0.0002343802,0.0005301191,0.0004866878,0.000409465,0.0003127455,0.0004999959,0.0007882325],"category_scores_gemma":[0.0007089947,0.0001036469,0.0001473141,0.0002995492,0.0002869123,0.00021478,0.0005307933,0.0005792254,0.000211864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439775,"about_ca_system_score_gemma":0.00009469313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003186154,"about_ca_topic_score_gemma":0.009215093,"domain_scores_codex":[0.9999137,0.00001177914,0.000005436329,0.00002080975,0.00002081731,0.00002738303],"domain_scores_gemma":[0.9993014,0.00008825988,0.0001789177,0.00003325302,0.0001201332,0.0002780752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002921703,0.0001900374,0.9738088,0.00001348288,0.0000502429,0.0009267111,0.000957706,0.0001121444,0.01686991,0.0001154859,0.00050439,0.006158902],"study_design_scores_gemma":[0.000007272834,0.0001567667,0.9974563,0.000001981611,0.00000971716,0.0004146694,0.0004663013,0.0003889057,0.0007204846,0.00005633273,0.0003153274,0.000005922469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993535,0.0000225632,0.000126522,0.000036906,0.000002952695,0.000009860845,0.0001351337,0.0000134919,0.000299107],"genre_scores_gemma":[0.999285,0.00001563252,0.0002775948,0.00004785503,0.000005647125,0.000007253625,0.0002241369,0.000004211654,0.0001327597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003186154,"threshold_uncertainty_score":0.006335258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527246550074982,"score_gpt":0.2431562690580014,"score_spread":0.2278838035572516,"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."}}