{"id":"W6891575021","doi":"10.4224/23004522","title":"Astronomy and Huge Data","year":2018,"lang":"en","type":"article","venue":"NPARC","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01513137,0.0008359051,0.001748714,0.005551738,0.004015294,0.01168711,0.002285118,0.003679128,0.3931175],"category_scores_gemma":[0.1304354,0.001036788,0.001138808,0.003983844,0.003120643,0.01075295,0.008799402,0.005181069,0.2570838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002192054,"about_ca_system_score_gemma":0.0100309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001865643,"about_ca_topic_score_gemma":0.004355497,"domain_scores_codex":[0.9789531,0.003731385,0.001027489,0.001669624,0.01331752,0.001300866],"domain_scores_gemma":[0.8277517,0.02994661,0.004998924,0.03704937,0.07978106,0.02047233],"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":[0.00003901159,0.00001397932,0.0004688589,0.0002127146,0.00001723842,0.0000820591,0.00005239136,0.00006148481,0.000219432,0.005630562,0.9668493,0.02635286],"study_design_scores_gemma":[0.0000148428,0.000007786209,0.0009119384,0.0001459211,0.00000793893,0.0001026256,0.00008435443,0.0001790097,0.0002003046,0.006724712,0.9916036,0.00001697048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004512818,0.009032119,0.006773863,0.1805238,0.1806864,0.000699494,0.02890114,0.005457735,0.5834126],"genre_scores_gemma":[0.05583602,0.01405173,0.01003666,0.02866153,0.07409791,0.0006226318,0.05474787,0.00757891,0.7543668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3931175,"threshold_uncertainty_score":0.8656442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988924436106885,"score_gpt":0.3071780315976859,"score_spread":0.277288787236617,"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."}}