{"id":"W4403823779","doi":"10.1051/0004-6361/202349113","title":"CLAP","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Brookhaven National Laboratory; Vanderbilt University; Institut national des sciences de l'Univers; Centre National de la Recherche Scientifique; Harvard University; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; U.S. Department of Energy; National Natural Science Foundation of China; Deutsche Forschungsgemeinschaft; York University; Peng Cheng Laboratory; Office of Science; Princeton University; Alfred P. Sloan Foundation; University of Washington; Università degli Studi di Padova; College of Engineering, Michigan State University; Johns Hopkins University; Carnegie Mellon University; Ohio State University; National Science Foundation; New Mexico State University; University of Portsmouth; Yale University","keywords":"Physics; Astrophysics; Galaxy; Photometric redshift; Astronomy; Redshift","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008492108,0.0002978945,0.0002516051,0.00008669651,0.0002166587,0.0003434198,0.0001959943,0.00003412582,0.0007268512],"category_scores_gemma":[0.000001476499,0.0002703343,0.0001789132,0.000253593,0.0001855409,0.0004995688,0.0001661226,0.000475453,0.0004845147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000203801,"about_ca_system_score_gemma":0.0001038898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004297152,"about_ca_topic_score_gemma":1.910169e-7,"domain_scores_codex":[0.9984157,0.00003941042,0.0002310642,0.0005237365,0.0002037661,0.0005862893],"domain_scores_gemma":[0.9993271,0.00009455009,0.00003406839,0.00025346,0.000034316,0.0002565194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009103198,0.00005196907,0.001243128,0.000007583195,0.00009239493,0.000003341645,0.00005809576,0.00002880496,0.0007851719,0.1305336,0.0003157959,0.866871],"study_design_scores_gemma":[0.001009753,0.0005012429,0.004269479,0.0002493741,0.0001669386,0.00000549856,0.001612361,0.002911191,0.01887327,0.03036759,0.9388316,0.001201725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1165356,0.0001757993,0.873098,0.0002597363,0.00020721,0.000178287,0.00007764607,0.0001413026,0.009326453],"genre_scores_gemma":[0.9749955,0.000002140322,0.0224962,0.00001364099,0.001384295,0.00004320323,0.00006642753,0.00004062272,0.0009579849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9385158,"threshold_uncertainty_score":0.9999749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008981484385651483,"score_gpt":0.258118662181283,"score_spread":0.2491371777956315,"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."}}