{"id":"W4390628808","doi":"10.1051/0004-6361/202346947","title":"The XXL survey","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"Science and Technology Facilities Council; German-American Fulbright Program; Seventh Framework Programme; Hrvatska Zaklada za Znanost","keywords":"Survey research; Business","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":[0.000783945,0.000511946,0.0003393516,0.001883956,0.0003642578,0.0009082621,0.0009242482,0.0005407329,0.05711935],"category_scores_gemma":[0.001544061,0.0002236591,0.0003459456,0.002434249,0.0001397001,0.0007933529,0.0008749252,0.0005358656,0.04075249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005856337,"about_ca_system_score_gemma":0.0006519827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114888,"about_ca_topic_score_gemma":0.01354089,"domain_scores_codex":[0.9994512,0.0001429158,0.00002344847,0.000139377,0.0001250488,0.0001178644],"domain_scores_gemma":[0.9994121,0.00007344315,0.0001384326,0.0001363999,0.0001411074,0.00009862736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002852957,0.000200623,0.339869,0.0002899685,0.0000854456,0.0003441483,0.0005941174,0.004407187,0.001730114,0.02877844,0.4281162,0.1952994],"study_design_scores_gemma":[0.00007381453,0.0001048958,0.198066,0.00007207953,0.000025972,0.0006023467,0.0004031609,0.009458976,0.0007298738,0.004830357,0.7855974,0.00003515902],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1697792,0.001102727,0.02723502,0.002368205,0.0002709439,0.0006575947,0.5679696,0.003349686,0.2272671],"genre_scores_gemma":[0.3109368,0.001116277,0.02835648,0.001626197,0.000269657,0.0009470473,0.4702877,0.0006326821,0.1858271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05711935,"threshold_uncertainty_score":0.1910833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007399903734916811,"score_gpt":0.2043064910230436,"score_spread":0.1969065872881268,"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."}}