{"id":"W3129198085","doi":"10.1017/dsj.2021.1","title":"Design at hackathons: new opportunities for design research","year":2021,"lang":"en","type":"article","venue":"Design Science","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Popularity; Computer science; Relevance (law); Process (computing); Design process; Divergence (linguistics); Management science; Psychology; Work in process; Engineering; Operations management","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":[0.002998478,0.0001197127,0.000120822,0.0002208216,0.00029759,0.0001407445,0.0003888842,0.00007579772,0.00008747234],"category_scores_gemma":[0.0006390293,0.0001152043,0.00002782487,0.001035031,0.0002859066,0.0002634308,0.00005771275,0.0001412683,0.00005953654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002397442,"about_ca_system_score_gemma":0.000928876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000478302,"about_ca_topic_score_gemma":7.318822e-7,"domain_scores_codex":[0.9983225,0.00008663377,0.0001707446,0.0003027307,0.0005294646,0.0005878888],"domain_scores_gemma":[0.9983348,0.0007593603,0.00001226788,0.0003089191,0.0002399575,0.0003446536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002613163,0.0000461794,0.000002748711,0.0001640289,0.00001660192,0.00003431173,0.001492239,0.08359187,0.5284066,0.001822467,0.3234968,0.06090004],"study_design_scores_gemma":[0.0003274526,0.0001528784,0.000108614,0.000114745,0.00001231418,0.00005752265,0.0005906909,0.4636691,0.4926689,0.006172733,0.03571122,0.0004138302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006452493,0.0006840998,0.9962565,0.0007314295,0.0007197498,0.0002968801,0.000002174171,0.0002148927,0.0004489654],"genre_scores_gemma":[0.09253412,0.0004146241,0.8955503,0.0001653958,0.0003977958,0.0002406748,0.000009164093,0.00005872733,0.01062921],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3800773,"threshold_uncertainty_score":0.4697896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4921747933826887,"score_gpt":0.3693348870106852,"score_spread":0.1228399063720035,"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."}}