{"id":"W1997073293","doi":"10.1051/0004-6361/201014651","title":"A<i>Herschel</i>study of YSO evolutionary stages and formation timelines in two fields of the Hi-GAL survey","year":2010,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"Science and Technology Facilities Council","keywords":"Galactic plane; Spectral energy distribution; Radiative transfer; Luminosity; Phase (matter); Consistency (knowledge bases); Infrared; Field (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001197642,0.0001500508,0.0002540593,0.00004138735,0.0001250599,0.00001771297,0.0001136798,0.00001868636,0.00001472009],"category_scores_gemma":[0.000004029968,0.0001173933,0.00005137039,0.0001495835,0.0001290978,0.0002852134,0.0001542474,0.0002274378,8.580824e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004178303,"about_ca_system_score_gemma":0.00002885338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008957316,"about_ca_topic_score_gemma":0.0001201773,"domain_scores_codex":[0.999153,0.00006355423,0.0003472153,0.0001457962,0.0001357386,0.0001547056],"domain_scores_gemma":[0.9993593,0.00006040895,0.0002485664,0.0001939201,0.0001048175,0.00003299785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004845496,0.0004330654,0.9269676,0.0000166031,0.00007387836,8.781232e-8,0.001736985,0.0005577318,0.001121263,0.003584505,0.00006054811,0.06539928],"study_design_scores_gemma":[0.001709897,0.0002069126,0.9892257,0.00002331387,0.00003774054,3.346895e-7,0.004586427,0.001073479,0.001377914,0.001207717,0.0003731789,0.0001774276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846548,0.00001295906,0.01470866,0.00002838166,0.00008121155,0.0002241807,0.0001046055,0.00000406875,0.0001811215],"genre_scores_gemma":[0.9971938,0.000001252165,0.002653701,0.000003252468,0.00008368956,0.00001279441,0.00002675522,0.000007377478,0.00001736203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06522185,"threshold_uncertainty_score":0.4787159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009137065501804112,"score_gpt":0.240345694494157,"score_spread":0.2312086289923529,"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."}}