{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001903873,0.002221028,0.001195797,0.002773909,0.001810339,0.005583284,0.004388134,0.003422727,0.3718466],"category_scores_gemma":[0.00786985,0.00100859,0.001564901,0.001976029,0.0008879144,0.005877624,0.006363896,0.002879797,0.3396873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397382,"about_ca_system_score_gemma":0.002663377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003750735,"about_ca_topic_score_gemma":0.004406372,"domain_scores_codex":[0.9976099,0.0002869669,0.0001442534,0.0006989913,0.0009533926,0.000306546],"domain_scores_gemma":[0.9964764,0.0005314968,0.0001838469,0.001400046,0.001024666,0.0003835423],"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":[0.0003077281,0.0001203125,0.001329238,0.0006921327,0.00006690602,0.0003152801,0.0001863735,0.002801219,0.004314592,0.02430811,0.683426,0.2821321],"study_design_scores_gemma":[0.00005647677,0.00005046325,0.0007520895,0.0001309428,0.00002177664,0.0003691393,0.00007662469,0.00871736,0.003644768,0.01801561,0.9681118,0.00005293297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005856984,0.003054759,0.243199,0.005517339,0.0054585,0.0008235198,0.04655848,0.201889,0.4876424],"genre_scores_gemma":[0.07974035,0.003603819,0.1769361,0.006839987,0.001866999,0.00124832,0.1415844,0.05615904,0.532021],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6281534,"threshold_uncertainty_score":0,"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."}}