{"id":"W6884530972","doi":"10.1051/0004-6361/202346066/pdf","title":"In pursuit of giants","year":2023,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Narodowe Centrum Nauki; National Science Foundation","keywords":"Population; Gloom; Fusible alloy; Staring","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":[],"consensus_categories":[],"category_scores_codex":[0.0004800961,0.0002509661,0.0002853585,0.0005513253,0.001535506,0.001730326,0.0005407602,0.0008101495,0.02623257],"category_scores_gemma":[0.001242053,0.0001328135,0.000191206,0.0005475181,0.0009087758,0.001304298,0.002194302,0.000606292,0.008509182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000964663,"about_ca_system_score_gemma":0.0007467378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003896049,"about_ca_topic_score_gemma":0.008600613,"domain_scores_codex":[0.9997171,0.00004030002,0.00000767296,0.00007077726,0.0000480384,0.0001162241],"domain_scores_gemma":[0.9993744,0.00004290891,0.0001200167,0.00004649588,0.0000673298,0.0003488378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007452989,0.0002211852,0.2704387,0.0005213866,0.0001108891,0.004683221,0.02752269,0.0002875635,0.01343259,0.1883502,0.1090079,0.3846784],"study_design_scores_gemma":[0.00004865016,0.0001975172,0.1413067,0.0002121125,0.00004792853,0.003145061,0.01410848,0.0003561738,0.00112699,0.0211904,0.8182285,0.00003155448],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6430362,0.005750864,0.003241231,0.01108474,0.0004842115,0.00009720404,0.001098914,0.0004273649,0.3347792],"genre_scores_gemma":[0.8578277,0.001317148,0.001910109,0.00331704,0.0001536822,0.00004992124,0.0008292356,0.0001248266,0.1344703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02623257,"threshold_uncertainty_score":0.08775669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099438770112293,"score_gpt":0.2303628296937129,"score_spread":0.21936844199259,"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."}}