{"id":"W4415170963","doi":"10.1051/0004-6361/202554516","title":"<i>Euclid</i> preparation","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Prior probability; Galaxy; Sky; Stellar population; Spectral energy distribution; Population; Radiative transfer; Pipeline (software)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001930066,0.001166775,0.000817916,0.001570293,0.0007413741,0.002342037,0.002767362,0.0006369086,0.1375669],"category_scores_gemma":[0.005952939,0.0006402779,0.001053189,0.002867437,0.0005282349,0.001478513,0.002230526,0.001568426,0.1355014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032972,"about_ca_system_score_gemma":0.001452014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007391586,"about_ca_topic_score_gemma":0.008794405,"domain_scores_codex":[0.9987959,0.0001868785,0.00009193565,0.0002647508,0.0005296504,0.0001309055],"domain_scores_gemma":[0.995993,0.0004022513,0.0001926073,0.001594377,0.001402954,0.0004147798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003356962,0.00002460159,0.001311692,0.0001729401,0.00002920561,0.0001929888,0.00007642305,0.001806304,0.002204704,0.011146,0.9571862,0.02551325],"study_design_scores_gemma":[0.000116054,0.00003735211,0.002247232,0.00006643839,0.000008181243,0.0001991209,0.00003445598,0.003752935,0.004698766,0.004959308,0.9838419,0.00003818774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.009424794,0.0006954277,0.08418278,0.001650098,0.002358984,0.0007265532,0.6621577,0.0650143,0.1737894],"genre_scores_gemma":[0.02742413,0.0004687072,0.08135033,0.0008350353,0.0003731931,0.0006355759,0.8252137,0.02690672,0.03679249],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8624331,"threshold_uncertainty_score":0.4602072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004083932510922308,"score_gpt":0.2072002185573689,"score_spread":0.2031162860464466,"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."}}