{"id":"W1582881973","doi":"10.1088/0004-6256/150/6/173","title":"THE DATA REDUCTION PIPELINE FOR THE APACHE POINT OBSERVATORY GALACTIC EVOLUTION EXPERIMENT","year":2015,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":436,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Science and Technology Facilities Council","keywords":"Physics; Observatory; Sky; Astrophysics; Milky Way; Telescope; Stars; Astronomy; Data reduction; Spectrograph; Spectral line; Computer science","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":[0.003187996,0.001500878,0.001112002,0.003516766,0.001606098,0.002327992,0.002189774,0.0006315952,0.02673064],"category_scores_gemma":[0.007885178,0.001303501,0.001613194,0.00434392,0.0004148335,0.00197045,0.00337415,0.003093439,0.02885328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106179,"about_ca_system_score_gemma":0.003959842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01599759,"about_ca_topic_score_gemma":0.01678554,"domain_scores_codex":[0.9978245,0.0001679544,0.0002842442,0.0005104076,0.0009570681,0.0002557538],"domain_scores_gemma":[0.9966149,0.0002358772,0.0002030951,0.001084744,0.001608702,0.0002526915],"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":[0.0004363059,0.0002081307,0.01230165,0.0004261956,0.0002043351,0.0001898317,0.0004556045,0.001318556,0.01349816,0.003260507,0.8444451,0.1232556],"study_design_scores_gemma":[0.000621736,0.0001166953,0.0530203,0.0001634788,0.0001167254,0.0002253935,0.0003596643,0.01493623,0.02751786,0.008835673,0.8938557,0.0002305907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.01606897,0.0003516213,0.1212716,0.0008773778,0.0003893844,0.002906102,0.7004817,0.1432395,0.01441383],"genre_scores_gemma":[0.01542115,0.000211273,0.2282706,0.0003423899,0.0001075643,0.003904362,0.731004,0.01375493,0.006983781],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02673064,"threshold_uncertainty_score":0.08942288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07438316902965855,"score_gpt":0.2879166944351471,"score_spread":0.2135335254054885,"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."}}