{"id":"W4405721149","doi":"10.1007/978-3-031-12934-6_10","title":"Outside the Radio-Quiet Zone: Reflections on Radio Astronomy in Canadian Society by Randall Rosenfeld","year":2023,"lang":"en","type":"book-chapter","venue":"Historical & cultural astronomy","topic":"History of Science and Medicine","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; Herzberg Institute of Astrophysics; University of British Columbia","funders":"","keywords":"QUIET; Astronomy; Community radio; Astrophysics; Physics; Sociology; Media studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003684601,0.001113483,0.0008373321,0.002591613,0.03652847,0.01124528,0.002763565,0.006583154,0.02177709],"category_scores_gemma":[0.005294904,0.000907558,0.0006113446,0.005875106,0.01710028,0.007614711,0.00580943,0.01117327,0.002188083],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1032458,"about_ca_system_score_gemma":0.197518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9894192,"about_ca_topic_score_gemma":0.9970202,"domain_scores_codex":[0.9970909,0.000465338,0.00007154964,0.0002573743,0.000961183,0.001153557],"domain_scores_gemma":[0.9962399,0.0008593588,0.000106637,0.0000747354,0.001590171,0.001129124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000242221,0.00001959658,0.0005326964,0.0001788321,0.000006151279,0.0001366489,0.02886515,0.0001005048,0.0001163159,0.07643612,0.8732936,0.02029021],"study_design_scores_gemma":[0.00000450278,0.000002651176,0.001071974,0.0002550851,0.000005492311,0.00003702807,0.01990754,0.0000156816,0.00002451248,0.002703191,0.9759507,0.00002146303],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004618515,0.1566061,0.0002576899,0.6532837,0.01056492,0.00004010227,0.0002462745,0.00003822347,0.1743444],"genre_scores_gemma":[0.1211682,0.2127306,0.001281273,0.1290805,0.004892156,0.00009492587,0.0002154806,0.0002918654,0.5302451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9634715,"threshold_uncertainty_score":0.7491046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05669164700963092,"score_gpt":0.2504612545408781,"score_spread":0.1937696075312472,"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."}}