{"id":"W4402746041","doi":"10.18357/otessac.2023.3.1.264","title":"Podcasting for Student Agency","year":2023,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Agency (philosophy); Psychology; Data science; Mathematics education; Computer science; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01065613,0.0001094152,0.0001647818,0.0001837212,0.001730991,0.0004139233,0.0009459248,0.0003465637,0.00005177812],"category_scores_gemma":[0.006983413,0.0001075695,0.0000472658,0.002578145,0.0002263228,0.0005602208,0.000201625,0.0004885599,0.00002784745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006578011,"about_ca_system_score_gemma":0.001622753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001323032,"about_ca_topic_score_gemma":0.0002226313,"domain_scores_codex":[0.9981664,0.0004499206,0.0003589729,0.0003128871,0.0003285169,0.0003833205],"domain_scores_gemma":[0.9970844,0.001404241,0.0003362491,0.0002404011,0.0008939725,0.00004067145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003052387,0.0001088105,0.1862928,0.000008541972,0.00002794991,4.808976e-8,0.0296557,0.000004150108,0.0001968375,0.7375444,0.004595434,0.04156236],"study_design_scores_gemma":[0.0003408578,0.00002068659,0.2666354,0.00006079402,0.00002236233,6.250124e-7,0.1133766,0.00009264345,0.0001041309,0.5497895,0.06934057,0.0002158866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8174379,0.0001802981,0.0005542621,0.171109,0.00210989,0.001508971,0.00001230956,0.0001856659,0.006901733],"genre_scores_gemma":[0.9770507,0.0005821819,0.01197954,0.001244115,0.0002701936,0.001091195,0.00002787626,0.00001293901,0.007741249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1877548,"threshold_uncertainty_score":0.9995686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1357571069636706,"score_gpt":0.4934393980606432,"score_spread":0.3576822910969726,"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."}}