{"id":"W4399795262","doi":"10.48550/arxiv.2406.11552","title":"A systematically-selected sample of luminous, long-duration, ambiguous nuclear transients","year":2024,"lang":"en","type":"preprint","venue":"Lancaster EPrints (Lancaster University)","topic":"Radiation Effects and Dosimetry","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund; PAZY Foundation; Ministerio de Ciencia e Innovación; Javna Agencija za Raziskovalno Dejavnost RS; Science and Technology Facilities Council; European Commission; Queen's University; Agencia Estatal de Investigación; Queen's University Belfast; UK Research and Innovation; National Science Foundation","keywords":"Duration (music); Sample (material); Physics; Environmental science; Thermodynamics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002214306,0.0004050049,0.0006930993,0.000153584,0.0001156531,0.0001647884,0.0006591071,0.0004288575,0.001351527],"category_scores_gemma":[0.00005300789,0.0002155875,0.0002982141,0.000829944,0.00009298329,0.0001163262,0.0006419765,0.0005351408,0.0004971111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149616,"about_ca_system_score_gemma":0.00004074297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004765893,"about_ca_topic_score_gemma":0.0003487971,"domain_scores_codex":[0.9975684,0.0002588186,0.0005524769,0.0007905751,0.0004206156,0.0004091276],"domain_scores_gemma":[0.9987851,0.000136437,0.0003440396,0.0002894335,0.0002488423,0.0001961351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002892814,0.004436017,0.6613874,0.02706541,0.005518503,0.002517664,0.01007285,0.00005641165,0.09917784,0.01161908,0.01062854,0.1646274],"study_design_scores_gemma":[0.0005962731,0.0003345665,0.9810365,0.001286296,0.0003388275,0.00003796038,0.000322707,0.002005056,0.0006347066,0.0003744834,0.012224,0.0008085857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912841,0.00009401443,0.000254359,0.0002987582,0.0006900025,0.0007407676,0.0003868157,0.0001569158,0.006094232],"genre_scores_gemma":[0.9961098,0.00002303941,0.0002498965,0.00009050257,0.0002403644,0.000003061137,0.0002466018,0.000008563889,0.003028168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3196491,"threshold_uncertainty_score":0.9995614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140397019121627,"score_gpt":0.1878573948973133,"score_spread":0.176453424706097,"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."}}