{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03459973,0.0007490216,0.001319339,0.004779058,0.006602664,0.02634024,0.001750743,0.004928828,0.05640361],"category_scores_gemma":[0.1362746,0.0006819573,0.0006662329,0.004554456,0.008934078,0.01849203,0.009645402,0.005553943,0.03641901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002836693,"about_ca_system_score_gemma":0.02133575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001688617,"about_ca_topic_score_gemma":0.005451689,"domain_scores_codex":[0.9664947,0.01084883,0.002615162,0.001729541,0.01695271,0.00135893],"domain_scores_gemma":[0.8386136,0.06297947,0.01098188,0.0213985,0.04561919,0.02040747],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004221913,0.00003888733,0.0002716204,0.0009883279,0.00001922263,0.0001138003,0.001945906,0.000103934,0.0007162138,0.03271649,0.7500952,0.2129481],"study_design_scores_gemma":[0.00001345232,0.00003299915,0.0004529546,0.0003957628,0.000006621016,0.0001315875,0.0008016166,0.000124764,0.0003250187,0.02146337,0.9762213,0.00003067983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004535066,0.08339199,0.05935497,0.3528111,0.1352633,0.0009727678,0.001198905,0.009042349,0.3534296],"genre_scores_gemma":[0.09332831,0.09158152,0.07239842,0.0499723,0.1062148,0.001149017,0.001827522,0.005662427,0.5778657],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9736598,"threshold_uncertainty_score":0.1886889,"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."}}