{"id":"W3123403915","doi":"10.20944/preprints201810.0115.v2","title":"Science Pipelines for the Square Kilometre Array","year":2018,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council; Ministère de la Santé et des Services sociaux","keywords":"LOFAR; Sky; Computer science; Faraday cage; Telescope; Snapshot (computer storage); Pipeline (software); Radio telescope; Remote sensing; Astronomy; Physics; Geography; Database","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":[0.003297764,0.0009662971,0.0007633949,0.001493019,0.001397849,0.002837117,0.002744068,0.001047633,0.03532355],"category_scores_gemma":[0.008027103,0.00107948,0.001615198,0.002138223,0.0007013873,0.003677306,0.003717699,0.002196171,0.01739595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499204,"about_ca_system_score_gemma":0.00321979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00655029,"about_ca_topic_score_gemma":0.006107983,"domain_scores_codex":[0.9985209,0.0002464779,0.0001100494,0.0002991826,0.0005697079,0.0002536935],"domain_scores_gemma":[0.9960003,0.000905979,0.000159838,0.001188023,0.001289707,0.0004561385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001386257,0.0002378616,0.008069543,0.0008936598,0.0002973512,0.0005198314,0.001224261,0.03534953,0.03409748,0.1454534,0.4129559,0.359515],"study_design_scores_gemma":[0.0003706553,0.0002166659,0.004647206,0.00009657638,0.00006890224,0.0003367348,0.0002756986,0.1820672,0.01378486,0.1474931,0.650517,0.0001254526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01370504,0.001601243,0.8143227,0.00398133,0.0007491006,0.00101061,0.01027091,0.1013689,0.05299027],"genre_scores_gemma":[0.1356771,0.001322646,0.7919472,0.001164743,0.0004670358,0.001178462,0.04428338,0.006586775,0.01737256],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03532355,"threshold_uncertainty_score":0.1181691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083999210482839,"score_gpt":0.3535585546615332,"score_spread":0.2451586336132494,"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."}}