{"id":"W3163348207","doi":"10.1145/3411764.3445713","title":"Exploring Opportunities to Aid Generation of Input Action Ideas for Tangible User Interfaces","year":2021,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Human–computer interaction; Action (physics); Multimedia; Interaction design; Action research; Mathematics education; Psychology","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":[0.00490213,0.00123943,0.0003760427,0.001183377,0.0006285371,0.003778433,0.001719397,0.001537337,0.006005736],"category_scores_gemma":[0.02610148,0.0006999116,0.0007574733,0.0005956037,0.001819351,0.004068688,0.004120752,0.001172876,0.0008675762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003746074,"about_ca_system_score_gemma":0.0007003893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002313655,"about_ca_topic_score_gemma":0.000580155,"domain_scores_codex":[0.9959148,0.002606636,0.0002115074,0.0002303237,0.0007070492,0.0003297508],"domain_scores_gemma":[0.9675599,0.02884567,0.000915191,0.001160225,0.0008801968,0.0006388032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001612746,0.001772703,0.01197806,0.005753809,0.0001521401,0.006143384,0.1113824,0.01113705,0.1190808,0.03643456,0.004946088,0.6896063],"study_design_scores_gemma":[0.002315694,0.01467543,0.03259492,0.007026987,0.0009954841,0.01512884,0.08243099,0.1668504,0.2408434,0.09681375,0.3391504,0.001173674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4996705,0.001203314,0.4720444,0.0009286275,0.0001270327,0.0007497011,0.0001112591,0.002447462,0.02271768],"genre_scores_gemma":[0.6019046,0.0004738316,0.3933117,0.0001245239,0.00001685306,0.0004636072,0.0001332716,0.0001859298,0.003385579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006005736,"threshold_uncertainty_score":0.02592522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.434292376237794,"score_gpt":0.3487246934462877,"score_spread":0.08556768279150628,"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."}}