{"id":"W4393315958","doi":"10.1093/mnras/stae902","title":"<i>Quasar Island</i> – three new <i>z</i> ∼ 6 quasars, including a lensed candidate, identified with contrastive learning","year":2024,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 European Research Council; European Southern Observatory; Max-Planck-Institut für Astronomie; Institut sur la Nutrition et les Aliments Fonctionnels; National Science Foundation; Korea Astronomy and Space Science Institute; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Physics; Quasar; Astrophysics; OVV quasar; Astronomy; Galaxy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002679183,0.0002193013,0.0002499662,0.0005489086,0.0003293263,0.0005967831,0.0005303864,0.0002219332,0.001285061],"category_scores_gemma":[0.0003959043,0.0001522877,0.0002890547,0.000356226,0.0002518683,0.0002409415,0.000517072,0.0004390361,0.0002458373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002870998,"about_ca_system_score_gemma":0.0001335683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003459916,"about_ca_topic_score_gemma":0.01166938,"domain_scores_codex":[0.9998854,0.000006510893,0.000006952496,0.00002894388,0.00004468357,0.00002746689],"domain_scores_gemma":[0.9995046,0.00006551291,0.0001010259,0.00007384489,0.00008616743,0.0001688349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003708492,0.0002810876,0.8915981,0.00003808601,0.0001253121,0.001357452,0.000304595,0.005067033,0.0534931,0.0008223202,0.001353358,0.04518868],"study_design_scores_gemma":[0.00002260947,0.000171456,0.9513462,0.000009702765,0.00006516611,0.0009231126,0.0002187473,0.03372322,0.01043284,0.0004104442,0.002656167,0.0000203444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996345,0.0000256485,0.00223827,0.0000373753,0.000004908129,0.00001480019,0.00008312634,0.0000704608,0.001180441],"genre_scores_gemma":[0.9976573,0.00001131388,0.001720117,0.00001075511,0.000005511848,0.00000306484,0.0002900507,0.000005063955,0.0002968288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003459916,"threshold_uncertainty_score":0.006879568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154779498439637,"score_gpt":0.2398753343135571,"score_spread":0.2283275393291607,"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."}}