{"id":"W2967235870","doi":"10.23977/aetp.2019.31004","title":"Reform and Practice of Design Education Based on Community Service","year":2019,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Service design; Knowledge management; Community service; Business; Process management; Public relations; Engineering management; Marketing; Engineering; Computer science; Service delivery framework; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005982358,0.0000700023,0.00009969214,0.0004049443,0.00006342033,0.000006429357,0.0003340008,0.00009221736,0.000009390609],"category_scores_gemma":[0.0001941702,0.00006746849,0.00000596774,0.0005789968,0.0001379798,0.000244228,0.00007480086,0.0002810685,0.00001875214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000294609,"about_ca_system_score_gemma":0.00007627448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002054493,"about_ca_topic_score_gemma":0.00001662983,"domain_scores_codex":[0.9992807,0.0002281186,0.0001365584,0.0002038376,0.00005220685,0.00009857316],"domain_scores_gemma":[0.998677,0.0007020063,0.0001079903,0.0004029631,0.00009284416,0.00001717331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006098047,0.0007446546,0.009927987,0.00006265421,0.000006087262,2.131613e-7,0.0005156068,0.0001634105,0.00007328178,0.8690132,0.0001113979,0.1193205],"study_design_scores_gemma":[0.001478363,0.001704298,0.08210776,0.0002637337,0.00001536012,0.0001183566,0.005166811,0.005387385,0.0002474796,0.7785578,0.1245465,0.0004061442],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1936144,0.009352934,0.1262156,0.2927074,0.00281924,0.0009306146,0.000001851646,0.0001841176,0.3741738],"genre_scores_gemma":[0.9264694,0.0002825058,0.06976989,0.003264203,0.00001028581,0.00003978868,0.00000276271,0.000003257856,0.0001578941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.732855,"threshold_uncertainty_score":0.2751285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02236468890165539,"score_gpt":0.3631670156995945,"score_spread":0.3408023267979391,"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."}}