{"id":"W4388021565","doi":"10.3847/1538-4357/ace971","title":"Needle in a Haystack: Finding Supermassive Black Hole-related Flares in the Zwicky Transient Facility Public Survey","year":2023,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"HORIZON EUROPE European Research Council; Israel Science Foundation; United States - Israel Binational Science Foundation; Science and Technology Facilities Council; National Science Foundation","keywords":"Physics; Supermassive black hole; Astrophysics; Galaxy; Supernova; Astronomy; Active galactic nucleus; Population; Black hole (networking); Redshift","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":[0.000604652,0.0002061595,0.0001664063,0.003154066,0.0004654102,0.0006688671,0.0004979157,0.0002682914,0.002931728],"category_scores_gemma":[0.002400916,0.0001137983,0.0001958567,0.001855244,0.0002478063,0.0007336295,0.001023252,0.0002265942,0.0005749234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006934697,"about_ca_system_score_gemma":0.000642918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04838205,"about_ca_topic_score_gemma":0.08988293,"domain_scores_codex":[0.9995651,0.00004613162,0.00003373166,0.0001229397,0.0001039839,0.0001281538],"domain_scores_gemma":[0.9984921,0.0003147948,0.0006438586,0.0001234034,0.0001795433,0.000246291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007774345,0.00003189937,0.9796545,0.00004575204,0.00003724705,0.0003190194,0.0004256766,0.0001398821,0.002171991,0.0001051044,0.003809826,0.0131814],"study_design_scores_gemma":[0.00001435582,0.0000720856,0.9892622,0.00005438697,0.00003365775,0.0005844057,0.001974666,0.001530332,0.00140792,0.0001143731,0.004936847,0.00001480419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898846,0.0001719153,0.0005396759,0.0001766982,0.000005251321,0.00006323821,0.00795855,0.0001259206,0.001074055],"genre_scores_gemma":[0.9828228,0.0002128011,0.002223191,0.0001659592,0.00001620075,0.00004396318,0.01337901,0.00004937764,0.001086813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04838205,"threshold_uncertainty_score":0.09620088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02529729881451238,"score_gpt":0.2382380994358944,"score_spread":0.2129408006213821,"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."}}