{"id":"W4226223744","doi":"10.54941/ahfe100865","title":"Human-Centred Principles for the Design of Shape-Changing Tangible User Interfaces","year":2022,"lang":"en","type":"article","venue":"AHFE international","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affordance; Object (grammar); Materiality (auditing); Human–computer interaction; Computer science; Action (physics); Perception; Function (biology); Cognitive science; Artificial intelligence; Psychology; Aesthetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008257668,0.002333021,0.0009039234,0.002013506,0.001714853,0.00663259,0.004884557,0.005642355,0.01301223],"category_scores_gemma":[0.01578098,0.002140619,0.002669093,0.0009121317,0.01254949,0.005041083,0.005507161,0.005952087,0.003704399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002829641,"about_ca_system_score_gemma":0.002952105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003796323,"about_ca_topic_score_gemma":0.003193697,"domain_scores_codex":[0.9919913,0.003247812,0.0005610539,0.001011582,0.002841051,0.0003471652],"domain_scores_gemma":[0.994478,0.003204634,0.0002907195,0.000812021,0.001007558,0.0002070775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003306284,0.00006107993,0.0003196114,0.0009165806,0.00005516876,0.0002535919,0.003344658,0.02470689,0.003034399,0.9177794,0.003174243,0.04632124],"study_design_scores_gemma":[0.0001125505,0.0001757577,0.0004326882,0.0008772525,0.00005944729,0.000395236,0.0005873828,0.05330449,0.002394492,0.7712844,0.1702795,0.00009665588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001444713,0.001864249,0.9674298,0.00205465,0.0001806686,0.0004292839,0.00004986944,0.0003166117,0.02623018],"genre_scores_gemma":[0.07825972,0.001987032,0.9082849,0.0007826929,0.00009229295,0.001525152,0.00009713317,0.0002590223,0.00871202],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01301223,"threshold_uncertainty_score":0.04367125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1808117287978232,"score_gpt":0.3387376915074711,"score_spread":0.1579259627096479,"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."}}