{"id":"W3216206880","doi":"10.1051/0004-6361/202141739","title":"Apertif: Phased array feeds for the Westerbork Synthesis Radio Telescope","year":2022,"lang":"en","type":"article","venue":"University of Groningen research database (University of Groningen / Centre for Information Technology)","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Physics; Radio telescope; Telescope; Pulsar; Upgrade; Sky; Radio astronomy; Phased array; Astrophysics; Astronomy; Optics; Remote sensing; Telecommunications; 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":[0.001133624,0.0008523631,0.0006394178,0.001396675,0.0004772496,0.001356618,0.001515939,0.0006350668,0.05029564],"category_scores_gemma":[0.002750035,0.0006849477,0.0004781856,0.001179913,0.0002470159,0.00171674,0.001315145,0.0008759104,0.03125576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006688933,"about_ca_system_score_gemma":0.0008592997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002213307,"about_ca_topic_score_gemma":0.003068336,"domain_scores_codex":[0.998996,0.00008208569,0.00004038999,0.0001838746,0.0005832203,0.0001145501],"domain_scores_gemma":[0.9991009,0.0001954919,0.0001238676,0.0002145929,0.0002563451,0.0001088279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002249737,0.0001481116,0.01065136,0.0006992453,0.0001843379,0.0004410512,0.000540622,0.004443306,0.08126926,0.01175673,0.3908576,0.4967586],"study_design_scores_gemma":[0.0004310054,0.0002778861,0.007631568,0.00007481191,0.00005557572,0.000494933,0.00006964644,0.02418585,0.03598823,0.004643887,0.9260366,0.0001101221],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02678361,0.001398099,0.4939259,0.0004679904,0.0004955637,0.0006593205,0.07243721,0.3174645,0.08636778],"genre_scores_gemma":[0.1639171,0.0008908999,0.5826167,0.0006711241,0.0004285002,0.001278304,0.1637238,0.04247753,0.04399604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05029564,"threshold_uncertainty_score":0.1682557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02462245219138248,"score_gpt":0.2377107911952142,"score_spread":0.2130883390038317,"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."}}