{"id":"W4310354042","doi":"10.1109/fie56618.2022.9962527","title":"Effectiveness of Hackathons in Software Engineering Education","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Frontiers in Education Conference (FIE)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Software engineering; Software; Systems engineering; Engineering management; Human–computer interaction; Programming language; Engineering","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":[0.01450569,0.0004884357,0.0004528694,0.002385176,0.002658789,0.005310296,0.001332975,0.001313048,0.005546647],"category_scores_gemma":[0.07759284,0.0003962782,0.0005346944,0.0009959296,0.004474623,0.004111735,0.007572298,0.002743054,0.0005188623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002590583,"about_ca_system_score_gemma":0.003220114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001105644,"about_ca_topic_score_gemma":0.001542936,"domain_scores_codex":[0.9657667,0.0196276,0.001497475,0.001753705,0.008191556,0.003162926],"domain_scores_gemma":[0.8668789,0.08521203,0.02108254,0.006033866,0.008795964,0.01199673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004807314,0.004945694,0.3632866,0.001285494,0.0001842962,0.001397618,0.2939274,0.0009098593,0.003838449,0.005800846,0.003892544,0.3200504],"study_design_scores_gemma":[0.0001069326,0.003182722,0.5007545,0.001847837,0.0001839155,0.001312452,0.4519448,0.001716079,0.004579711,0.00472565,0.02947095,0.0001745026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866168,0.0002005008,0.0007247903,0.0007015505,0.00003994493,0.00006799975,0.00001296103,0.00005057864,0.01158468],"genre_scores_gemma":[0.9986277,0.00009733383,0.0002971569,0.0001351325,0.000009351353,0.00003492988,0.00001059959,0.00001065847,0.0007771576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01450569,"threshold_uncertainty_score":0.0767144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005003508745541732,"score_gpt":0.2098741349976811,"score_spread":0.2048706262521394,"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."}}