{"id":"W2025673568","doi":"10.1145/1520340.1520680","title":"Let's clean up this mess","year":2009,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Human–computer interaction; Computer science; Multi-touch; Work (physics); Multimedia; Engineering; Mechanical engineering","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":[0.00456132,0.002395551,0.001628702,0.00213621,0.008947683,0.01089223,0.002295595,0.006968579,0.1000338],"category_scores_gemma":[0.01996004,0.0006369183,0.001402987,0.001171503,0.009544468,0.02243171,0.008722864,0.01426499,0.07687214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431733,"about_ca_system_score_gemma":0.002161204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005930721,"about_ca_topic_score_gemma":0.007572599,"domain_scores_codex":[0.9969592,0.0007253775,0.0001535489,0.0004670176,0.0012552,0.0004397485],"domain_scores_gemma":[0.9922781,0.001805324,0.000294493,0.001269117,0.003263581,0.001089363],"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":[0.000153954,0.00008847675,0.001013635,0.0004286479,0.00005815199,0.0004606156,0.002767859,0.000214149,0.001932857,0.05968216,0.8384117,0.09478787],"study_design_scores_gemma":[0.00002101291,0.00007949659,0.0005063284,0.0004504184,0.00001919099,0.0003893758,0.004468226,0.0001613199,0.0004888102,0.03395436,0.9593959,0.00006543784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003945201,0.02098984,0.03768895,0.6965385,0.07164791,0.0002361673,0.0006913921,0.003659296,0.1646028],"genre_scores_gemma":[0.05415247,0.01756415,0.03177343,0.2801922,0.02354163,0.0003870013,0.0006083813,0.005567469,0.5862133],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1000338,"threshold_uncertainty_score":0.3346465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331243911982161,"score_gpt":0.2659609202918443,"score_spread":0.2526484811720227,"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."}}