{"id":"W2077993761","doi":"10.1086/344947","title":"Variability-selected Quasars in MACHO Project Magellanic Cloud Fields","year":2003,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Quasar; Large Magellanic Cloud; Physics; Astrophysics; Astronomy; Small Magellanic Cloud; Redshift; Stars; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001047234,0.0001782692,0.0002136145,0.00008418717,0.0002177807,0.0001145877,0.0003336745,0.00004784691,0.001144832],"category_scores_gemma":[0.0000467993,0.0001352597,0.0001106132,0.000256198,0.00007355766,0.0001963166,0.00003983264,0.0007335232,0.00009812954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001852136,"about_ca_system_score_gemma":0.0003143561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008728938,"about_ca_topic_score_gemma":0.00001060594,"domain_scores_codex":[0.998187,0.0005123243,0.0005130408,0.0001735658,0.000149996,0.0004640959],"domain_scores_gemma":[0.9992293,0.0001393476,0.0001902721,0.0002749456,0.00007121056,0.00009495876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002852538,0.0001047048,0.9927281,0.000001924201,0.00004052967,1.336716e-8,0.0004713579,0.0003987486,0.0000562751,0.005060344,0.0008620398,0.0002473985],"study_design_scores_gemma":[0.0008177092,0.00005590686,0.9880061,0.000008069516,0.0000186315,0.00001168159,0.0004496864,0.001169538,0.00009309632,0.008172955,0.001039449,0.0001572043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921716,0.00001029141,0.005058311,0.0001992987,0.0002940618,0.0002233671,0.000005346918,0.00001560874,0.002022077],"genre_scores_gemma":[0.9983251,0.000002178358,0.001018411,0.00000337911,0.0004771704,0.00001429733,0.000009376609,0.00001656718,0.0001335219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006153462,"threshold_uncertainty_score":0.9997683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008445164217946215,"score_gpt":0.2224379684056847,"score_spread":0.2139928041877385,"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."}}