{"id":"W2038809202","doi":"10.1145/1978822.1978828","title":"Move to design/design to move","year":2011,"lang":"en","type":"article","venue":"interactions","topic":"Attention Economy in Education and Business","field":"Business, Management and Accounting","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Multidisciplinary approach; Embodied cognition; Human–computer interaction; Interaction design; Field (mathematics); Computer science; Engineering; Sociology; Artificial intelligence; Social science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001522645,0.000134216,0.0001141813,0.0004135057,0.0001640735,0.0002041529,0.0002196989,0.00002925221,0.008539905],"category_scores_gemma":[0.0001477363,0.0001356659,0.00005913231,0.0005188079,0.00001346329,0.001167183,0.00008104929,0.00008760169,0.02004909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000577822,"about_ca_system_score_gemma":0.00002423761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003772319,"about_ca_topic_score_gemma":0.00003288279,"domain_scores_codex":[0.9992081,0.00001016591,0.0002408288,0.000247316,0.00008527423,0.0002082991],"domain_scores_gemma":[0.9993136,0.00004435251,0.0001015895,0.0002462542,0.0002583174,0.00003592127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000331383,0.001298748,0.005923862,0.00004176056,0.0001544978,0.00001500272,0.002543596,0.00319034,0.002897243,0.0262986,0.8837276,0.07357734],"study_design_scores_gemma":[0.0002898162,0.00002039512,0.09055128,0.00007083497,0.00006168609,0.000009362551,0.002320617,0.00195451,0.001731358,0.004035095,0.8983943,0.0005606798],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01610401,0.000004136764,0.8711761,0.008097736,0.004525238,0.0007225059,0.000003757449,0.0002518512,0.09911473],"genre_scores_gemma":[0.9488656,6.929849e-7,0.01719812,0.02048781,0.00120102,0.0002471539,0.00001005614,0.00003419329,0.01195535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9327616,"threshold_uncertainty_score":0.9923664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150962794022936,"score_gpt":0.2959738661387601,"score_spread":0.1808775867364665,"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."}}