{"id":"W4407974203","doi":"10.20343/teachlearninqu.13.11","title":"[Podcast Review]: The 3QTL Podcast by Derritt Mason","year":2025,"lang":"en","type":"article","venue":"Teaching & Learning Inquiry The ISSOTL Journal","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Higher education; Political science","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":["sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00922319,0.0003062539,0.0004085103,0.0001188627,0.006174095,0.001090579,0.001514705,0.0001498061,0.000240997],"category_scores_gemma":[0.007287,0.0001676446,0.000255632,0.0005606269,0.0009285997,0.0005825535,0.0001723025,0.003636282,0.0001250015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003119286,"about_ca_system_score_gemma":0.0004882478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005188983,"about_ca_topic_score_gemma":0.00008342818,"domain_scores_codex":[0.9940676,0.003086505,0.0006381068,0.0003308608,0.0009979755,0.0008789179],"domain_scores_gemma":[0.9973094,0.001348475,0.0004871117,0.0004203906,0.0001723954,0.0002621862],"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":[0.00003117704,0.00007863969,0.003956622,0.000059651,0.0001239765,0.00003405687,0.04734078,0.0001162518,0.00007618733,0.006238957,0.6256406,0.3163031],"study_design_scores_gemma":[0.0002537527,0.0000666273,0.0007086258,0.00117315,0.00009916182,0.0001345644,0.02204229,0.0000881259,0.000006484747,0.00085361,0.9743494,0.0002241557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1585855,0.1263301,0.005621979,0.3349249,0.01415734,0.001639922,0.00001414587,0.0008803081,0.3578458],"genre_scores_gemma":[0.9345501,0.01245694,0.0001463559,0.01145871,0.004040814,0.00002162843,0.00001168407,0.0000601446,0.03725361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7759646,"threshold_uncertainty_score":0.9999464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02234842975868817,"score_gpt":0.35573901227237,"score_spread":0.3333905825136818,"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."}}