{"id":"W2080471414","doi":"10.1088/0004-6256/143/2/33","title":"SPARSE FARADAY ROTATION MEASURE SYNTHESIS","year":2011,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Faraday effect; Deconvolution; Measure (data warehouse); Rotation (mathematics); Wavelength; Faraday cage; Resolution (logic); Function (biology)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003152512,0.000143964,0.0001710101,0.00006240846,0.0003007984,0.00006059873,0.0004412745,0.00003725836,0.001769779],"category_scores_gemma":[0.00001055337,0.0000996325,0.0001512776,0.00008906787,0.0001216685,0.0001986836,0.00004622064,0.0004123338,0.0001608954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003827105,"about_ca_system_score_gemma":0.0000733568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005569344,"about_ca_topic_score_gemma":0.000001605627,"domain_scores_codex":[0.9990613,0.00008725462,0.0003013014,0.0001423951,0.0001004911,0.0003072166],"domain_scores_gemma":[0.999329,0.00006164556,0.0001915302,0.0002690171,0.00005047804,0.00009829505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008779136,0.0002675245,0.5320105,0.000001111735,0.000399418,0.000001152715,0.0004686721,0.0003767916,0.0006113138,0.07907803,0.001637379,0.3850603],"study_design_scores_gemma":[0.00161588,0.0002266111,0.9210789,0.00005692215,0.0003602019,0.00006080865,0.003892567,0.002127434,0.01683339,0.03963941,0.01336619,0.0007417254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9135838,0.00002090926,0.08058314,0.0006451101,0.0001867349,0.0001114912,0.000007058824,0.00002888426,0.004832831],"genre_scores_gemma":[0.9900758,5.307589e-7,0.009326389,0.00001394369,0.0004511888,0.00002788811,0.000002216655,0.00001636878,0.00008564268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3890684,"threshold_uncertainty_score":0.9991428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03095608040287929,"score_gpt":0.2085586290772476,"score_spread":0.1776025486743683,"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."}}