{"id":"W4395467859","doi":"10.5463/thesis.640","title":"Embedding Engaged Education","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athena Sustainable Materials Institute","funders":"Nationaal Regieorgaan Praktijkgericht Onderzoek SIA; Porticus Foundation","keywords":"Embedding; Psychology; Sociology; Computer science; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005042999,0.00009281183,0.00009142819,0.0001148591,0.0005513934,0.0001981623,0.0001466272,0.0002122092,0.001691643],"category_scores_gemma":[0.0004533012,0.00009387836,0.00006773395,0.0001824738,0.00001743682,0.00008487476,0.000004033957,0.0005154076,0.0006463448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032152,"about_ca_system_score_gemma":0.001665412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001594141,"about_ca_topic_score_gemma":0.008366708,"domain_scores_codex":[0.9991576,0.0001615124,0.0001357344,0.0001884019,0.0002174436,0.0001392951],"domain_scores_gemma":[0.9995389,0.00009183848,0.00005962567,0.0001027213,0.000144323,0.00006260959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003111742,0.0000526877,0.00005444095,0.0001211781,0.0000230165,4.480254e-7,0.3771509,2.170875e-7,0.00002400021,0.1807497,0.2073262,0.2344942],"study_design_scores_gemma":[0.00001155356,0.000002316308,0.0001646071,0.0001163662,0.0000298198,6.04231e-8,0.3034042,0.0000058521,0.00004120452,0.005860504,0.6902401,0.000123349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08433472,0.000837111,0.000009607357,0.0009249229,0.01205008,0.0001753478,6.92651e-7,0.0002309308,0.9014366],"genre_scores_gemma":[0.2440346,0.0001196245,0.0002380406,0.0001012911,0.001602875,0.00004213838,0.0002013856,0.00001598791,0.753644],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4829139,"threshold_uncertainty_score":0.999221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176939172206718,"score_gpt":0.3916159257964226,"score_spread":0.3739220085757508,"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."}}