{"id":"W2039024759","doi":"10.1093/mnras/stu920","title":"Deriving accurate peculiar velocities (even at high redshift)","year":2014,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Pulsars and Gravitational Waves Research","field":"Physics and Astronomy","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"","keywords":"Physics; Redshift; Offset (computer science); Astrophysics; Computational physics; 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":[0.002859733,0.001167904,0.0007757195,0.001630151,0.0008343318,0.002336873,0.001805994,0.0009242835,0.002755287],"category_scores_gemma":[0.02948203,0.0007291492,0.0004046591,0.001918442,0.0007637641,0.004111357,0.002211214,0.002020813,0.003395137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009507748,"about_ca_system_score_gemma":0.001216919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009335895,"about_ca_topic_score_gemma":0.008214668,"domain_scores_codex":[0.9980817,0.0003229642,0.0001509164,0.0004973221,0.000756312,0.0001908096],"domain_scores_gemma":[0.9928706,0.001617557,0.0008059883,0.00328903,0.001205035,0.0002117469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001514641,0.0000945104,0.08290115,0.0007245552,0.0004445405,0.000555228,0.001528416,0.1552463,0.04040276,0.3130844,0.01238986,0.3924769],"study_design_scores_gemma":[0.00006846922,0.0001033412,0.07262261,0.0005172329,0.0001827826,0.0007257801,0.0003168448,0.4493724,0.071623,0.3214983,0.0827025,0.0002669157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06070172,0.001004494,0.9206756,0.0004685603,0.0004407369,0.00003264823,0.002051914,0.00316513,0.01145913],"genre_scores_gemma":[0.6553917,0.001423742,0.3346722,0.0003171457,0.0002025171,0.00005135806,0.003368992,0.000797148,0.003775221],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009335895,"threshold_uncertainty_score":0.01856315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00848549058029921,"score_gpt":0.2491172263322907,"score_spread":0.2406317357519915,"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."}}