{"id":"W2169605968","doi":"10.1051/0004-6361/201014885","title":"PHAT: PHoto-<i>z</i>Accuracy Testing","year":2010,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":255,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"California Institute of Technology; Jet Propulsion Laboratory; National Aeronautics and Space Administration","keywords":"Photometry (optics); Redshift; Set (abstract data type); Test (biology); Data set","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001026014,0.0002924756,0.0002361197,0.00005663655,0.0004256387,0.0001568028,0.000218166,0.00003853172,0.0004207118],"category_scores_gemma":[0.00001369579,0.0003020073,0.0000860376,0.0002107404,0.0001415865,0.0007709622,0.0001161708,0.0004310971,0.0001421162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001481532,"about_ca_system_score_gemma":0.00009408027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001718422,"about_ca_topic_score_gemma":0.000003283663,"domain_scores_codex":[0.9986851,0.00002436263,0.0003206108,0.000334867,0.0001596526,0.0004754173],"domain_scores_gemma":[0.9989977,0.0001070933,0.0002301451,0.0003528405,0.0001222421,0.0001900153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000677598,0.000105075,0.9167463,0.000006867007,0.00004365082,1.501633e-8,0.0002106096,0.00002963901,0.006700399,0.01164389,0.0001372908,0.06436953],"study_design_scores_gemma":[0.0008123685,0.00008328177,0.9718271,0.00001581973,0.00004487026,0.000002923615,0.0004611334,0.0008543646,0.003710092,0.003697402,0.01806837,0.0004222467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748595,0.000007811851,0.02212092,0.00004520688,0.0002775588,0.0002113615,0.00004184897,0.00008020517,0.002355599],"genre_scores_gemma":[0.9407836,3.292871e-7,0.05796957,0.000004059006,0.0009577102,0.000038836,0.0000852813,0.00003061649,0.0001299794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06394728,"threshold_uncertainty_score":0.9999432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007545076290358302,"score_gpt":0.2031627018086015,"score_spread":0.1956176255182432,"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."}}