{"id":"W4392931768","doi":"10.21606/drslxd2024.113","title":"Developing Public Service Hybrid Learning Models Through Community-Engaged Design Education","year":2023,"lang":"en","type":"article","venue":"","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emily Carr University of Art and Design","funders":"","keywords":"Service-learning; Computer science; Public service; Service design; Service (business); Knowledge management; Business; Public relations; Service delivery framework; Sociology; Marketing; Pedagogy; Political science","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":[0.005572044,0.0008346078,0.0002552463,0.0009059781,0.001863156,0.006210859,0.002436537,0.001500642,0.00875433],"category_scores_gemma":[0.005345033,0.0004897999,0.0007782206,0.000507767,0.003228867,0.005311147,0.00763673,0.001807014,0.001733066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0024057,"about_ca_system_score_gemma":0.003654542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001129885,"about_ca_topic_score_gemma":0.002334555,"domain_scores_codex":[0.9961362,0.002645786,0.00009391699,0.0003682698,0.0004573704,0.0002983444],"domain_scores_gemma":[0.9966075,0.001726053,0.0001627678,0.0005584737,0.0003369733,0.0006082749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001981074,0.004561134,0.008461258,0.0007022879,0.00009531701,0.0006049347,0.08146828,0.04140507,0.007056686,0.5029373,0.01180683,0.3407027],"study_design_scores_gemma":[0.0003590916,0.002087725,0.002523926,0.0007625241,0.00007717653,0.0009525912,0.06680597,0.1598254,0.008024663,0.3791713,0.3792723,0.0001372983],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1784911,0.0002162328,0.7048744,0.00317899,0.0001360373,0.001100488,0.00007693043,0.0008736007,0.1110521],"genre_scores_gemma":[0.6153073,0.0003114027,0.3614976,0.0003109181,0.0000244511,0.001369746,0.0001742517,0.000158964,0.02084533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00875433,"threshold_uncertainty_score":0.02946818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2583014717521025,"score_gpt":0.3117763620838744,"score_spread":0.05347489033177188,"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."}}