{"id":"W2513883030","doi":"10.22329/celt.v9i0.4446","title":"Expanding on #YouDoYou: Reflections from the 2015 Cohort of 3M National Student Fellows on Exploring Authenticity in Education","year":2016,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada; Mount Allison University; Western University; The Scarborough Hospital; University of Toronto","funders":"","keywords":"Status quo; Cohort; Medical education; Higher education; Pedagogy; Sociology; Psychology; Political science; Mathematics education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001825776,0.00009522006,0.0001162323,0.0001732919,0.001469005,0.00008753102,0.0001163252,0.00004880398,0.0001251998],"category_scores_gemma":[0.001949703,0.00006744991,0.00003134772,0.0002178644,0.00005608608,0.0001590255,0.00002316641,0.000466761,0.00001457763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004520032,"about_ca_system_score_gemma":0.0002398809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002251123,"about_ca_topic_score_gemma":0.0005547734,"domain_scores_codex":[0.9978989,0.001006026,0.0002059731,0.0002445397,0.0004747174,0.0001698534],"domain_scores_gemma":[0.9977413,0.001888385,0.0001423111,0.00009548582,0.00007425674,0.00005820622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001939772,0.001854696,0.5785714,0.00001215371,0.0001642865,0.000001372468,0.1870646,0.002094285,0.002838066,0.136679,0.005734158,0.08479195],"study_design_scores_gemma":[0.001042053,0.0003491114,0.7280661,0.001066556,0.0000501771,3.947352e-7,0.07511395,0.00007840455,0.0003454259,0.002447627,0.1910644,0.0003757646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9289082,0.00003051252,0.0001311512,0.003331766,0.0007013332,0.0002137336,0.000002687968,0.00004754398,0.06663312],"genre_scores_gemma":[0.9934122,0.0001707624,0.00007274003,0.0001155074,0.0002503155,0.00009453127,0.000005145169,0.00001041744,0.005868413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1853303,"threshold_uncertainty_score":0.999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09678547859009512,"score_gpt":0.4167652782554621,"score_spread":0.3199797996653669,"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."}}