{"id":"W4256268854","doi":"10.1145/1083106.1083124","title":"A qualitative empirical evaluation of design decisions","year":2005,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Empirical research; Mathematics; Statistics","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":[0.0446974,0.0006595813,0.0004796402,0.004961492,0.003114151,0.004241148,0.00132811,0.00113508,0.007637847],"category_scores_gemma":[0.1437931,0.000423456,0.0003595611,0.004374666,0.006572772,0.004863469,0.002752942,0.001284839,0.0008120342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00560884,"about_ca_system_score_gemma":0.004532774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716364,"about_ca_topic_score_gemma":0.002824879,"domain_scores_codex":[0.9457607,0.04276741,0.001642174,0.001319648,0.007601987,0.0009080492],"domain_scores_gemma":[0.7869161,0.1725477,0.006481806,0.006468989,0.02648387,0.001101557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000773176,0.001152641,0.02958863,0.004763112,0.00007410001,0.001000289,0.393289,0.007051051,0.01170737,0.3076462,0.009656768,0.2332976],"study_design_scores_gemma":[0.0002214547,0.00169219,0.0181095,0.004259946,0.00008061968,0.0007993499,0.6869906,0.01779493,0.02259236,0.1085787,0.1386781,0.0002022747],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5568758,0.001007423,0.2706338,0.005624651,0.0002614108,0.007277363,0.003245219,0.0002603661,0.1548139],"genre_scores_gemma":[0.9153205,0.0006230024,0.07290078,0.0004456274,0.0000252799,0.003861602,0.0004890912,0.00004935325,0.006284842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0446974,"threshold_uncertainty_score":0.2363853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4644260908331892,"score_gpt":0.5369618135589609,"score_spread":0.07253572272577169,"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."}}