{"id":"W4399784485","doi":"10.25518/0037-9565.11922","title":"SunPhot: Preparations for an Upcoming Quasar Variability Survey with the International Liquid Mirror Telescope","year":2024,"lang":"en","type":"article","venue":"Bulletin de la Société Royale des Sciences de Liège","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Service Public de Wallonie; Université de Liège; Belgian Federal Science Policy Office; Fonds De La Recherche Scientifique - FNRS; Department of Science and Technology, Ministry of Science and Technology, India; York University","keywords":"Quasar; Telescope; Astronomy; Physics; Astrophysics; Remote sensing; Optics; Geology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003002419,0.0001420683,0.0001310549,0.00003358642,0.000794118,0.0006566895,0.0006648168,0.00003835438,0.0008898659],"category_scores_gemma":[0.00006766462,0.00009689608,0.0001011753,0.0002057856,0.001285607,0.0001433761,0.000105526,0.0002442164,0.00002702034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011866,"about_ca_system_score_gemma":0.0005078285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00131163,"about_ca_topic_score_gemma":0.00007315876,"domain_scores_codex":[0.9983054,0.0004241162,0.0001582634,0.0004021234,0.0002675278,0.0004425663],"domain_scores_gemma":[0.9973338,0.002230972,0.00004647425,0.0001819853,0.0001008542,0.0001059249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002122025,0.003148271,0.2765432,0.000189351,0.000972065,0.00001391055,0.01765096,0.01017134,0.01378435,0.4173388,0.09584618,0.1622195],"study_design_scores_gemma":[0.003614737,0.006676612,0.1257929,0.0006272913,0.0003144438,0.00002016304,0.01515051,0.2176243,0.03828264,0.05397362,0.535239,0.002683853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7615221,0.00003340716,0.219888,0.001719658,0.00009132697,0.0003980663,0.0001748376,0.00005473224,0.01611781],"genre_scores_gemma":[0.9821997,7.791345e-7,0.01591215,0.00007700126,0.0002609324,0.0002117597,0.00002846957,0.00001445198,0.001294809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4393928,"threshold_uncertainty_score":0.9743407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04983805181733438,"score_gpt":0.383150158658558,"score_spread":0.3333121068412236,"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."}}