{"id":"W1969832966","doi":"10.1093/mnras/stt1369","title":"H-ATLAS: estimating redshifts of Herschel sources from sub-mm fluxes","year":2013,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Science and Technology Facilities Council","keywords":"Redshift; Physics; Astrophysics; Atlas (anatomy); Galaxy; Photometric redshift; Spectral energy distribution; Astronomy","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":[0.001306067,0.0006833815,0.000494953,0.003690883,0.0003394138,0.0009370722,0.0008009528,0.0005438225,0.004039926],"category_scores_gemma":[0.002461343,0.0003898004,0.0007903425,0.002320697,0.0001853261,0.0006941255,0.001041672,0.0003708336,0.004285544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006700807,"about_ca_system_score_gemma":0.0003353698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006654631,"about_ca_topic_score_gemma":0.007077802,"domain_scores_codex":[0.999414,0.00006799076,0.00003050325,0.0001975984,0.0002090456,0.0000808408],"domain_scores_gemma":[0.9983853,0.0002529063,0.0004356099,0.0005183553,0.0002461522,0.0001617084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003545535,0.00009212356,0.8341805,0.0001644276,0.0005041817,0.0002302853,0.0004341699,0.02001045,0.02877588,0.003490462,0.01765576,0.09410713],"study_design_scores_gemma":[0.00003937585,0.00004543614,0.9374872,0.00001998962,0.0000881442,0.000241451,0.0001048167,0.03162913,0.008776695,0.001675136,0.01984608,0.00004651571],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7999084,0.0009871658,0.08815471,0.0001788938,0.00007196081,0.0002764429,0.08517686,0.009514577,0.0157311],"genre_scores_gemma":[0.7987223,0.000462576,0.09411045,0.0001171499,0.0001259052,0.0002536209,0.1013718,0.001346301,0.003489944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006654631,"threshold_uncertainty_score":0.01351488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005812400619945392,"score_gpt":0.1875648888857307,"score_spread":0.1817524882657853,"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."}}