{"id":"W4237117464","doi":"10.21606/drs.2016.235","title":"Serious Play Strategies in the Design of Kinetic and Wearable Devices","year":2016,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Ideation; Gesture; Creativity; Wearable computer; Human–computer interaction; Computer science; Wearable technology; Interaction design; Cognitive science; Psychology; Artificial intelligence; Social 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002723616,0.00004594491,0.00007745852,0.00005741703,0.00002048263,0.00001809916,0.0001434415,0.00002484948,0.00004836022],"category_scores_gemma":[0.00007189419,0.00002586591,0.000008229712,0.0001533428,0.0001621326,0.0001332918,0.00001088591,0.0000353298,0.000003133761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000327486,"about_ca_system_score_gemma":0.00001690809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004007273,"about_ca_topic_score_gemma":0.000004243051,"domain_scores_codex":[0.9995934,0.00001043542,0.000109004,0.000111395,0.00008158444,0.00009417684],"domain_scores_gemma":[0.999644,0.0001813934,0.00008123628,0.00004061149,0.00003851392,0.00001428237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001221497,0.0004365261,0.1678765,0.0001221685,0.00001141684,9.873055e-7,0.04989316,0.000003314106,0.708243,0.05937907,0.001759181,0.01215263],"study_design_scores_gemma":[0.0007453993,0.0005905138,0.9069651,0.0001927769,0.00001577323,0.00003919048,0.04781026,0.00001598271,0.03726753,0.004862822,0.001344829,0.0001497946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876512,0.0001076256,0.00003226198,0.0007023017,0.00005058931,0.0001248028,9.377107e-7,0.000006089092,0.0113242],"genre_scores_gemma":[0.9994826,0.00005231676,0.0001394696,0.00005379161,0.000008658374,0.00001530008,1.776987e-8,0.000002833396,0.0002450049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7390887,"threshold_uncertainty_score":0.1054781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360850112329538,"score_gpt":0.3252655370500701,"score_spread":0.2891805258171162,"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."}}