{"id":"W2169309103","doi":"10.1051/0004-6361/200811413","title":"Photometric redshifts for the CFHTLS T0004 deep and wide fields","year":2009,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":186,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut national des sciences de l'Univers; Centre National de la Recherche Scientifique; Agence Nationale de la Recherche","keywords":"Redshift; Physics; Photometry (optics); Photometric redshift; Astrophysics; Galaxy; Stars; Outlier; Astronomy; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001383653,0.0005520773,0.0002379264,0.004848476,0.0005007901,0.0006632746,0.0007860946,0.0004939446,0.01248814],"category_scores_gemma":[0.002240174,0.0002191002,0.0006793471,0.003580253,0.0002346859,0.0004864714,0.0008423087,0.0005221036,0.005417758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001837657,"about_ca_system_score_gemma":0.0007210634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05063533,"about_ca_topic_score_gemma":0.06946322,"domain_scores_codex":[0.9993902,0.00004874555,0.00002502932,0.000110114,0.0002867442,0.0001391195],"domain_scores_gemma":[0.9985046,0.0001710728,0.000379998,0.0003518416,0.0003177159,0.0002748498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003218675,0.0001797368,0.6253712,0.0001945844,0.0001918772,0.0001614878,0.0005173985,0.009715629,0.009285295,0.008459624,0.2590198,0.08658165],"study_design_scores_gemma":[0.00004607151,0.0000477031,0.9084372,0.00003506999,0.00005021921,0.0001662647,0.0001570806,0.005416856,0.002500922,0.001329816,0.08177191,0.00004091204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.4353054,0.0004328838,0.01531031,0.0005752257,0.0001541722,0.0002655648,0.4679343,0.003821678,0.07620037],"genre_scores_gemma":[0.350986,0.0002055509,0.03306838,0.0005158513,0.0001520156,0.0004497692,0.5983082,0.0009143634,0.01539996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05063533,"threshold_uncertainty_score":0.1006812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006062867835395638,"score_gpt":0.2026612450139381,"score_spread":0.1965983771785425,"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."}}