{"id":"W4388585648","doi":"10.48550/arxiv.2311.05621","title":"Surface Brightness Properties of LSB Galaxies with the International Liquid Mirror Telescope","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds De La Recherche Scientifique - FNRS; Department of Science and Technology, Ministry of Science and Technology, India; York University","keywords":"Surface brightness; Physics; Astrophysics; Least significant bit; Telescope; Galaxy; Brightness; Astronomy; Luminosity; Effective radius; RADIUS; Mathematics","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":[0.0003112691,0.0002515677,0.0002506518,0.0000514507,0.0001642917,0.00003153944,0.001055234,0.0001343392,0.0006650742],"category_scores_gemma":[0.0000104429,0.0001724817,0.00009680026,0.0001983443,0.0006344113,0.000199016,0.001196457,0.0003545361,0.0003341818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000336546,"about_ca_system_score_gemma":0.00006926221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798806,"about_ca_topic_score_gemma":0.001381906,"domain_scores_codex":[0.998641,0.00007709378,0.0001716572,0.0005266504,0.0002462359,0.0003374161],"domain_scores_gemma":[0.9990484,0.00003884565,0.0002613541,0.0005275362,0.00001690727,0.000106956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001821433,0.0004788642,0.8286585,0.0003285399,0.0004946199,0.0001174233,0.004136786,0.1468247,0.01247292,0.002246137,0.002382166,0.00003793083],"study_design_scores_gemma":[0.001247101,0.0008111475,0.9532984,0.0004978372,0.0002178387,0.000008109781,0.00149433,0.00507578,0.02985135,0.0007879407,0.005598857,0.001111301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960124,0.00002752035,0.0002402293,0.001228588,0.0002244099,0.0003642673,0.00002150721,0.00006957883,0.001811446],"genre_scores_gemma":[0.9897363,0.0002230981,0.00007708376,0.00005011199,0.00002505623,0.000001171865,0.0000113212,0.00002968198,0.009846164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.141749,"threshold_uncertainty_score":0.7282096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09472167738264067,"score_gpt":0.1924807777571011,"score_spread":0.09775910037446045,"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."}}