{"id":"W7161940645","doi":"10.82308/12451","title":"Prototyping and testing analog electronics and dishes for HIRAX and CHORD","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chord (peer-to-peer); Radio control; Radio communications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008503294,0.0001865135,0.0002398692,0.00009131108,0.0003347392,0.00008089758,0.00006725334,0.00006783934,0.00005180768],"category_scores_gemma":[0.00001212151,0.0001876787,0.00002797279,0.0001079205,0.00003152243,0.00009318318,0.00003454314,0.0002296778,1.200675e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001610766,"about_ca_system_score_gemma":0.00006819968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001365991,"about_ca_topic_score_gemma":0.0000780485,"domain_scores_codex":[0.999183,0.000009633591,0.0001883288,0.0003493285,0.00004472706,0.0002249676],"domain_scores_gemma":[0.9995901,0.00009144888,0.0001292878,0.0001111449,0.0000405408,0.00003746727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003214022,0.00004548714,0.1258352,0.0001690955,0.0001646345,2.411328e-7,0.0001795182,0.000002982815,0.0003657418,0.1348928,0.0001781773,0.738134],"study_design_scores_gemma":[0.005422269,0.002687239,0.3664379,0.0003795482,0.001071346,0.00001776252,0.02029261,0.02145167,0.003441069,0.1865059,0.3886914,0.003601317],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906446,0.00129081,0.001275801,0.0001111107,0.00005544607,0.001370136,0.00004760103,0.00005841799,0.005146036],"genre_scores_gemma":[0.9819396,0.00004176622,0.01171865,0.00001820544,0.0001306877,0.001780723,0.001183286,0.00005239982,0.0031347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7345327,"threshold_uncertainty_score":0.7653316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244741172687143,"score_gpt":0.2560717847280341,"score_spread":0.2436243730011627,"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."}}