{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004345586,0.0001642717,0.0002461107,0.0006569697,0.00003687755,0.00001550051,0.0002574257,0.00008107225,0.0001315943],"category_scores_gemma":[0.0001093871,0.0002095107,0.00004271989,0.0008972523,0.00002775024,0.0001510342,0.00002887858,0.0004246727,0.00000327773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006179184,"about_ca_system_score_gemma":0.000633213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001265361,"about_ca_topic_score_gemma":0.0000111422,"domain_scores_codex":[0.9988936,0.00008686385,0.0003242684,0.0002363351,0.0002157849,0.000243135],"domain_scores_gemma":[0.9995002,0.00008475415,0.00004427637,0.0002421502,0.00004915451,0.0000794479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001536031,0.003581436,0.2253326,0.01153198,0.0001504728,0.000005182557,0.01248896,0.389477,0.03302923,0.004431978,0.06811737,0.2517002],"study_design_scores_gemma":[0.001899819,0.0002663624,0.7202975,0.00223398,0.00007687521,0.00003844158,0.01683663,0.2049207,0.01457873,0.005667475,0.03095586,0.002227705],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.92977,0.001701328,0.04537807,0.00009861534,0.02199701,0.0004873089,0.00002383927,0.0001663525,0.0003775012],"genre_scores_gemma":[0.9926192,0.0001269834,0.006133898,0.00001836486,0.00008773612,0.0007294703,0.0001091215,0.00003225555,0.0001430417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4949648,"threshold_uncertainty_score":0.8543599,"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."}}