{"id":"W4414401791","doi":"10.1080/19376529.2025.2559982","title":"Podcast or Perish: Peer review and Knowledge Creation for the 21st Century","year":2025,"lang":"en","type":"article","venue":"Journal of Radio & Audio Media","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Knowledge creation; Peer review; Social knowledge; Knowledge production","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":[0.001992353,0.00008604686,0.000238826,0.00009768055,0.0003854662,0.0005710669,0.000350595,0.00003503249,0.0001648607],"category_scores_gemma":[0.002615993,0.00004716286,0.0001015709,0.00006164133,0.0001090629,0.0006780712,0.00003605506,0.000321538,0.000002624696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005651628,"about_ca_system_score_gemma":0.0001895726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001236145,"about_ca_topic_score_gemma":0.0001620729,"domain_scores_codex":[0.9991574,0.0001129818,0.0003545851,0.0000680602,0.0002010456,0.0001059042],"domain_scores_gemma":[0.9976714,0.0007588457,0.0002639681,0.0002024923,0.001051109,0.00005218213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008060291,0.00008760326,0.000149629,0.0003928415,0.0002041175,0.000001518419,0.03860233,4.742192e-7,0.00002136448,0.04127125,0.7747514,0.1444369],"study_design_scores_gemma":[0.0003750905,0.00005508286,0.00141031,0.0005382915,0.0003052844,0.00002472796,0.004343079,0.00001357353,0.000004570947,0.0002332951,0.9926406,0.00005609417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007293195,0.7377375,0.0001788444,0.1405577,0.004739733,0.0006873229,0.00006557981,0.00004051882,0.1086996],"genre_scores_gemma":[0.62053,0.3016011,0.0007879341,0.003902156,0.004218961,0.0000540618,0.00005407229,0.00003641071,0.06881531],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6132368,"threshold_uncertainty_score":0.5506811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05251269208914578,"score_gpt":0.3102392515456385,"score_spread":0.2577265594564928,"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."}}