{"id":"W2965286965","doi":"10.1017/dsi.2019.184","title":"Influence of Information Collection Strategy on Designer’s Mental Stress","year":2019,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Engineering Design","topic":"Color perception and design","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Data collection; Information quality; Computer science; Affect (linguistics); Information design; Quality (philosophy); Stress (linguistics); Work (physics); Mental model; Psychology; Knowledge management; Information system; Human–computer interaction; Engineering; Mathematics; Statistics; Cognitive science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002423486,0.0001383827,0.000142447,0.0002424233,0.00002765401,0.00004222378,0.0004375027,0.00008280869,0.0005964313],"category_scores_gemma":[0.00007150283,0.0001152957,0.0000610002,0.0001937568,0.00002927504,0.0002870794,0.00003299396,0.0001656155,0.0001202159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001001067,"about_ca_system_score_gemma":0.00003965608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002678356,"about_ca_topic_score_gemma":3.627958e-7,"domain_scores_codex":[0.9990041,0.0000103275,0.0003111941,0.0001481692,0.000395714,0.0001304456],"domain_scores_gemma":[0.9992025,0.00006427392,0.0002389916,0.00009828214,0.0003624639,0.00003349096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001445703,0.0002957616,0.004566674,0.00009207201,0.0001807378,2.636872e-7,0.003213779,0.1831978,0.3437527,0.4573023,0.004374233,0.001578072],"study_design_scores_gemma":[0.004930764,0.004663105,0.356376,0.001783306,0.00007260865,0.00003568966,0.004845016,0.2237508,0.3982415,0.00282909,0.001315745,0.001156444],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649865,0.000002509249,0.001221216,0.0001782154,0.0005397185,0.0004904084,0.00001806304,0.00004997623,0.03251337],"genre_scores_gemma":[0.9985611,0.000006337144,0.0003179051,0.00007041671,0.00002368448,0.00004040642,0.000003647505,0.000009802598,0.000966726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4544732,"threshold_uncertainty_score":0.6530505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03260783383135495,"score_gpt":0.2729695245539274,"score_spread":0.2403616907225725,"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."}}