{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008396549,0.0008423678,0.00047265,0.00149438,0.004874777,0.01242934,0.002830656,0.00358254,0.0303533],"category_scores_gemma":[0.01547777,0.0003859765,0.000842886,0.001175539,0.013668,0.01319686,0.0270344,0.004433529,0.006872781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004149436,"about_ca_system_score_gemma":0.006638744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001269213,"about_ca_topic_score_gemma":0.002120481,"domain_scores_codex":[0.9862287,0.009148398,0.0003699794,0.001503389,0.001460134,0.001289316],"domain_scores_gemma":[0.9880519,0.006364994,0.0005641076,0.002349926,0.0008426085,0.0018265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000701648,0.0004708783,0.002942399,0.0007948754,0.00003260515,0.0006542256,0.1198694,0.001463344,0.002203614,0.6814553,0.01262554,0.1774177],"study_design_scores_gemma":[0.00003258696,0.000186751,0.0010865,0.001100917,0.00001995037,0.0004826604,0.04700456,0.00156834,0.001534321,0.2465545,0.700385,0.00004387003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06955761,0.002388142,0.2391539,0.02872661,0.001259994,0.0007321886,0.0001959806,0.00101298,0.6569726],"genre_scores_gemma":[0.8338857,0.002145177,0.06773335,0.004546311,0.0002506883,0.0009267215,0.0003341328,0.0005511796,0.08962678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0303533,"threshold_uncertainty_score":0.1015419,"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."}}