{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.1196495,0.001435226,0.003032883,0.01059225,0.004087918,0.02436897,0.003888309,0.005900798,0.009222694],"category_scores_gemma":[0.1155348,0.001551178,0.002337186,0.01022745,0.02827182,0.04626624,0.008784018,0.008642768,0.001161181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009587023,"about_ca_system_score_gemma":0.01361665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467608,"about_ca_topic_score_gemma":0.002468166,"domain_scores_codex":[0.8764945,0.1040445,0.004602073,0.004233933,0.008888567,0.001736469],"domain_scores_gemma":[0.575568,0.3832521,0.005704767,0.02020862,0.01193449,0.003332183],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001366085,0.0003205582,0.002877232,0.01469889,0.0001819096,0.0004561101,0.05219537,0.001330463,0.0008417987,0.6261439,0.01138564,0.2894315],"study_design_scores_gemma":[0.00007828859,0.000339416,0.001610795,0.02875383,0.00010727,0.0006483587,0.05683435,0.001830987,0.0006623819,0.6025687,0.3064249,0.0001407884],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02820948,0.3880703,0.3633281,0.1405229,0.005417636,0.001330858,0.0003751406,0.0007979571,0.07194763],"genre_scores_gemma":[0.3803031,0.2159345,0.3721112,0.01684679,0.002921797,0.004103404,0.0003248736,0.0005713017,0.006883057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9969671,"threshold_uncertainty_score":0.6327744,"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."}}