{"id":"W4403514613","doi":"10.1080/03098265.2024.2406292","title":"Getting punk and personal: creating and evaluating podcasts and zines as pedagogy for teaching and learning in critical geographical methodologies","year":2024,"lang":"en","type":"article","venue":"Journal of Geography in Higher Education","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Queen's University","funders":"","keywords":"Pedagogy; Sociology; Punk; Teaching method; Higher education; Mathematics education; Psychology; Political science; Art","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":[0.0066749,0.0001418653,0.0002631104,0.00114854,0.0005502403,0.0003777232,0.00006470847,0.0001396457,0.00002398903],"category_scores_gemma":[0.003485995,0.0001336043,0.00007274175,0.0003280666,0.0004422738,0.0004810771,0.00003120739,0.0007381425,9.281385e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002285299,"about_ca_system_score_gemma":0.0002743556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002296979,"about_ca_topic_score_gemma":0.0002168891,"domain_scores_codex":[0.9975838,0.00115348,0.0004454522,0.0002847779,0.0002424871,0.0002899818],"domain_scores_gemma":[0.9944003,0.005082597,0.000150146,0.00004082735,0.0001739551,0.0001521913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003415914,0.00005457679,0.7473228,0.0001939621,0.00002637731,0.000002172167,0.05692279,0.000003439673,0.0002290952,0.01286261,0.00001327788,0.1823348],"study_design_scores_gemma":[0.0002787063,0.0002525876,0.8760716,0.0004927497,0.00007582634,0.00007381399,0.09737094,0.0002159642,0.000002203674,0.020148,0.004845148,0.000172404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568594,0.02526296,0.00004745113,0.01613271,0.0007317301,0.0001759379,8.404202e-7,0.00002144028,0.0007675268],"genre_scores_gemma":[0.9784255,0.00124791,0.01946792,0.0001866738,0.000534608,0.00002348052,0.000001510353,0.00001244233,0.00009993333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1821624,"threshold_uncertainty_score":0.5448225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1249600012080772,"score_gpt":0.5219030034342829,"score_spread":0.3969430022262057,"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."}}