{"id":"W4368376592","doi":"10.3389/fcomm.2023.1090112","title":"How academic podcasting can change academia and its relationship with society: A conversation and guide","year":2023,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Guelph; Dalhousie University","funders":"","keywords":"Mainstream; Conversation; Space (punctuation); Sociology; Power (physics); Engineering ethics; Media studies; Public relations; Political science; Pedagogy; Computer science; Engineering; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0009384388,0.00008513497,0.0001206154,0.00009524723,0.0003905414,0.00009787185,0.0001921341,0.0002656068,7.187188e-7],"category_scores_gemma":[0.0007860595,0.00008824728,0.00001389245,0.0006136222,0.0002778584,0.000774182,0.000069527,0.0005060776,0.000001295875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001525671,"about_ca_system_score_gemma":0.00008135915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003340369,"about_ca_topic_score_gemma":0.0005726144,"domain_scores_codex":[0.9990606,0.0001928096,0.0001466086,0.0001668968,0.0002133725,0.0002196951],"domain_scores_gemma":[0.9992769,0.0002983308,0.000119116,0.0001540871,0.00005936987,0.00009221111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001361623,0.000005728283,0.7929384,0.00003521115,0.00001372014,8.851071e-7,0.1324833,0.000003800707,0.00001487726,0.005103111,0.009279132,0.06010819],"study_design_scores_gemma":[0.001372449,0.00006407485,0.7306116,0.0004421412,0.0000510414,0.000005369677,0.1847241,0.02513459,0.00003053683,0.01081412,0.04623979,0.00051018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9064411,0.008464769,0.000452315,0.07959056,0.0002836757,0.0008755336,0.00001555165,0.0002293318,0.003647165],"genre_scores_gemma":[0.9891877,0.007579537,0.001893042,0.0002438197,0.00009753626,0.0000666371,0.0000450378,0.00001167712,0.0008749946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08274662,"threshold_uncertainty_score":0.359862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056584966087277,"score_gpt":0.3250325929216933,"score_spread":0.2193740963129656,"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."}}