{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005316496,0.000155124,0.0001397778,0.0002134787,0.002742136,0.0005087141,0.001281727,0.00003583144,0.0000143532],"category_scores_gemma":[0.0004930423,0.0001537195,0.00003619856,0.001623647,0.00002294535,0.001194762,0.0009792658,0.001498898,0.0009936171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090718,"about_ca_system_score_gemma":0.0003206702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002787249,"about_ca_topic_score_gemma":0.00004560908,"domain_scores_codex":[0.99463,0.004226164,0.0002180486,0.0002919257,0.0002440376,0.0003897684],"domain_scores_gemma":[0.9979574,0.001040426,0.00008122963,0.0005999284,0.0002534976,0.00006748342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003150374,0.0001650248,0.0001563695,0.0001826722,0.00006509276,0.000005916603,0.03903226,0.06637483,0.00008145229,0.7229455,0.01678213,0.1542056],"study_design_scores_gemma":[0.0001927582,0.00004706477,0.0002183292,0.00007603063,0.000005987612,0.000006682188,0.01380856,0.902847,0.0004765606,0.05599237,0.02598007,0.0003485788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006247806,0.00004016314,0.9318367,0.008359627,0.0003590877,0.0001764086,7.138842e-8,0.001666574,0.05131359],"genre_scores_gemma":[0.8265203,0.0000404278,0.1642483,0.001683643,0.00004590289,0.00005502822,0.00001806067,0.00001948484,0.007368867],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8364722,"threshold_uncertainty_score":0.9997842,"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."}}