{"id":"W6929059555","doi":"10.48550/arxiv.0801.2774","title":"Galaxy Concentrations are Trimodal","year":2008,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Elliptical galaxy; Lenticular galaxy; Galaxy; Spiral galaxy; Luminosity; Sky; Peculiar galaxy; Interacting galaxy; Irregular galaxy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008671208,0.0001900953,0.0004406896,0.002586975,0.0003331396,0.001121655,0.0005165851,0.0003131793,0.002169208],"category_scores_gemma":[0.005969682,0.0002805515,0.0002712857,0.00194064,0.0007094368,0.0009866483,0.0007328501,0.0003927959,0.0005825865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009281509,"about_ca_system_score_gemma":0.0002329035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009168761,"about_ca_topic_score_gemma":0.006559783,"domain_scores_codex":[0.9994904,0.00006090575,0.00002515853,0.0002071582,0.0001010097,0.0001153998],"domain_scores_gemma":[0.9968293,0.0007676356,0.0007694929,0.0005329481,0.0008385745,0.0002618952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002946395,0.00002836704,0.9345771,0.0001018577,0.0002082498,0.0002228789,0.0007213278,0.01171533,0.007712761,0.005997554,0.002835335,0.03558459],"study_design_scores_gemma":[0.00001807798,0.00005302802,0.9585997,0.00002707942,0.00003428968,0.0004552983,0.0003700973,0.02669902,0.002306372,0.006370699,0.005031999,0.00003434286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991532,0.0007113571,0.003741217,0.0002289985,0.000006577264,0.00001104454,0.001608165,0.0002549702,0.001905627],"genre_scores_gemma":[0.9981492,0.0001091939,0.0004181488,0.00003206032,0.000009092077,0.0000046283,0.0009817932,0.00001816385,0.0002778703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009168761,"threshold_uncertainty_score":0.0182308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03697316761687976,"score_gpt":0.1720948799564086,"score_spread":0.1351217123395288,"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."}}