{"id":"W2902412221","doi":"10.15173/ijsap.v2i2.3564","title":"Building souls and CVs with a student-run podcasting course","year":2018,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Transformative learning; Premise; Experiential learning; Course (navigation); Key (lock); Learning design; Pedagogy; Mathematics education; Ideal (ethics); Psychology; Sociology; Computer science; Engineering; Political science; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001144076,0.00009698556,0.00009572176,0.00008513153,0.0009605764,0.0008306801,0.0004900905,0.00003273359,0.0002038236],"category_scores_gemma":[0.0001767301,0.00008234966,0.00004227275,0.00008173979,0.0001702979,0.0003999599,0.00007919566,0.0001453271,0.00002331079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001535973,"about_ca_system_score_gemma":0.0001839446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146255,"about_ca_topic_score_gemma":0.0001893545,"domain_scores_codex":[0.9981848,0.00008028356,0.0002131856,0.0001712831,0.001093095,0.0002573507],"domain_scores_gemma":[0.9988785,0.0001498915,0.0002024439,0.00005835659,0.0005193362,0.0001914524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005791184,0.001223705,0.6861868,0.000009369759,0.002400592,0.0001221228,0.11883,0.0001366526,0.0002332639,0.09909724,0.02878213,0.06239897],"study_design_scores_gemma":[0.001921671,0.0003808186,0.0655968,0.0001143054,0.00009718833,0.00008344861,0.04700269,0.00002365388,0.00004140833,0.001708221,0.8827737,0.0002561061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796605,0.00007777788,0.002173244,0.005485807,0.002993808,0.0002341976,0.000003389019,0.00002583159,0.009345442],"genre_scores_gemma":[0.9911478,0.0001001824,0.001978609,0.0006257446,0.001811417,0.00002136247,0.000001473863,0.00001322688,0.004300143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8539916,"threshold_uncertainty_score":0.8010267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07756520351614209,"score_gpt":0.5885939228251628,"score_spread":0.5110287193090207,"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."}}