{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004924388,0.0002001092,0.0001784677,0.001990413,0.0003185218,0.0006966677,0.000242807,0.0002099013,0.0009818443],"category_scores_gemma":[0.0008657806,0.0001275791,0.0002941242,0.001930005,0.0002048459,0.0003488667,0.0005627622,0.0002002875,0.0004198834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007454783,"about_ca_system_score_gemma":0.0003518206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02544111,"about_ca_topic_score_gemma":0.04285486,"domain_scores_codex":[0.9997843,0.00004453004,0.000008739582,0.00007274077,0.00004049397,0.00004919376],"domain_scores_gemma":[0.9989065,0.0002267605,0.0003608218,0.00019879,0.0001570085,0.0001500234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001431636,0.00009370434,0.968712,0.0000339088,0.00005830344,0.0001879249,0.0005606914,0.002945131,0.008339843,0.0008099353,0.001299683,0.01681568],"study_design_scores_gemma":[0.000005052447,0.00001464866,0.9965431,0.000003344534,0.000006270087,0.00003863568,0.00008980342,0.0009389918,0.0004721413,0.00004294645,0.001840407,0.000004563644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921659,0.0002399053,0.000835361,0.0000359305,0.000001886972,0.00001553656,0.004179096,0.00003047103,0.002495994],"genre_scores_gemma":[0.972523,0.0003105106,0.003838324,0.00005075796,0.00001786172,0.00003253699,0.02163338,0.0000432318,0.001550405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02544111,"threshold_uncertainty_score":0.05058604,"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."}}