{"id":"W3156008542","doi":"10.3847/1538-3881/abe9b3","title":"Far-ultraviolet Variable Sources in M31","year":2021,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canadian Space Agency","keywords":"Physics; Astrophysics; Andromeda Galaxy; Spiral galaxy; Astronomy; Variable star; Galaxy; Sky; Stars; Photometry (optics); Observatory; Telescope; Star formation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002564853,0.0002303123,0.0002608163,0.002428583,0.0005188234,0.000723926,0.0002434746,0.0002383328,0.002527356],"category_scores_gemma":[0.0009409663,0.0001529632,0.0001882192,0.002129294,0.0002293531,0.000354142,0.0009587965,0.0001588012,0.0006016154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003401102,"about_ca_system_score_gemma":0.0001688561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00605083,"about_ca_topic_score_gemma":0.009987068,"domain_scores_codex":[0.9997531,0.00002732818,0.00001423483,0.00008448571,0.000074822,0.00004615108],"domain_scores_gemma":[0.9990926,0.00008439109,0.0004151948,0.0001273564,0.00008098168,0.0001994829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001055691,0.00003474957,0.9686679,0.00003101959,0.00003465029,0.0002597015,0.000593184,0.0003992915,0.01131844,0.0003233579,0.0006132307,0.01761888],"study_design_scores_gemma":[0.00000248744,0.00001814839,0.9985511,0.000009258556,0.00000503009,0.0001636007,0.0000719173,0.0001507949,0.0002958524,0.00008207074,0.000646312,0.000003387497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997512,0.0002768624,0.0001071549,0.00002495169,0.000001685035,0.000007015785,0.0006428381,0.0000183412,0.001409278],"genre_scores_gemma":[0.9978707,0.00007784597,0.0002524144,0.00001159456,0.000006641531,0.000003942001,0.001501459,0.000003099753,0.0002722315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00605083,"threshold_uncertainty_score":0.0120312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006316151702120191,"score_gpt":0.2006014966003972,"score_spread":0.194285344898277,"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."}}