{"id":"W3103115906","doi":"","title":"The Next Generation Virgo Cluster Survey. XV. The photometric estimation for background sources","year":2015,"lang":"en","type":"article","venue":"NPARC","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Redshift; Physics; Astrophysics; Photometric redshift; Virgo Cluster; Photometry (optics); Galaxy; Magnitude (astronomy); Sigma; Astronomy; Galaxy cluster","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001204943,0.0007377997,0.0006095957,0.004224066,0.000580257,0.0009785631,0.001133568,0.0005072666,0.01338301],"category_scores_gemma":[0.002215269,0.0002724659,0.0004696218,0.004762316,0.0001552772,0.000433648,0.001302708,0.0008305407,0.01843167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312334,"about_ca_system_score_gemma":0.0008811241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05580004,"about_ca_topic_score_gemma":0.0408701,"domain_scores_codex":[0.9993433,0.0000831012,0.00002735491,0.0001380274,0.000300517,0.0001075201],"domain_scores_gemma":[0.9990366,0.00006970514,0.0001484398,0.0002423075,0.0003422015,0.0001608935],"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":[0.0002193256,0.0001109421,0.08941121,0.0003035924,0.0001774673,0.00009963259,0.0001661887,0.002362704,0.001632024,0.006150993,0.7992584,0.1001076],"study_design_scores_gemma":[0.00007786359,0.00003998903,0.3942202,0.0001135787,0.00005955332,0.0001791728,0.0001111298,0.003961213,0.001060603,0.003244744,0.5968854,0.0000464595],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0397773,0.001789736,0.009539595,0.001006604,0.0002589021,0.0005994571,0.9047737,0.004183098,0.0380717],"genre_scores_gemma":[0.0471659,0.0005247718,0.0128764,0.0004233135,0.0001803576,0.0004092223,0.9201092,0.001172207,0.01713854],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05580004,"threshold_uncertainty_score":0.1109505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07195353583068635,"score_gpt":0.2722212752520117,"score_spread":0.2002677394213254,"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."}}