{"id":"W4393063437","doi":"10.23919/usnc-ursinrsm60317.2024.10464625","title":"Research and Service: Celebrating a Role Model in the Radio Science Community In Honor of Gary S. Brown","year":2024,"lang":"en","type":"article","venue":"","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honor; Service (business); Computer science; Sociology; Telecommunications; Business; Internet privacy","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":[0.007005282,0.00004941741,0.00009162474,0.0002440402,0.0003977056,0.0003037897,0.0005676072,0.00004167877,0.000011713],"category_scores_gemma":[0.0003675043,0.00003483507,0.00001188717,0.001983061,0.001046461,0.0006160098,0.0001268288,0.0003608462,0.000004106857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007499426,"about_ca_system_score_gemma":0.0006062457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02729834,"about_ca_topic_score_gemma":0.06403634,"domain_scores_codex":[0.9984527,0.000369856,0.0001539517,0.0001379482,0.0005651148,0.0003204159],"domain_scores_gemma":[0.998776,0.0008871843,0.00001257754,0.0001790105,0.00007748082,0.00006773621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002095325,0.0002720715,0.01347143,0.0001690132,0.000003482108,0.00001374212,0.7387457,0.0003744577,0.003045345,0.2105799,0.0006364877,0.03266739],"study_design_scores_gemma":[0.000367219,0.0001609464,0.02257424,0.0003260304,0.000002936476,0.000005669195,0.5333331,0.294366,0.0007157547,0.1471757,0.0007431051,0.000229335],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7827167,0.0003301583,0.000006814508,0.001676684,0.00003087839,0.0001441425,0.000001866656,0.00001409687,0.2150787],"genre_scores_gemma":[0.99933,0.00005021969,0.0001656204,0.0001527567,0.00003260613,0.00001159485,5.185285e-7,0.000003388814,0.0002532847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2939915,"threshold_uncertainty_score":0.979179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158524942134893,"score_gpt":0.4053696258178389,"score_spread":0.2895171316043496,"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."}}