{"id":"W4304775435","doi":"10.3390/mti6100089","title":"Participatory Design of Sonification Development for Learning about Molecular Structures in Virtual Reality","year":2022,"lang":"en","type":"article","venue":"Multimodal Technologies and Interaction","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Sonification; Auditory display; Human–computer interaction; Computer science; Multidisciplinary approach; Visualization; Science education; Psychology; Artificial intelligence; Mathematics education","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":[0.0001056882,0.00008559697,0.0001143692,0.000184986,0.0002323079,0.00001850056,0.0001048208,0.00005303403,0.00002242155],"category_scores_gemma":[0.0006585951,0.00008628509,0.00002452485,0.0001287761,0.00005628198,0.0001572527,0.00008060355,0.0003116207,8.343249e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155396,"about_ca_system_score_gemma":0.00002265779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005494327,"about_ca_topic_score_gemma":0.000007895351,"domain_scores_codex":[0.9991261,0.0001142323,0.0002551601,0.0002508904,0.0001101539,0.0001434078],"domain_scores_gemma":[0.999443,0.0002453275,0.000161699,0.0001116951,0.0000263226,0.00001193384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002186996,0.00008565468,0.0002431269,0.00001151214,0.000005080476,0.000002181703,0.0007357594,0.06633263,0.8060793,0.001660901,0.00002576346,0.1245994],"study_design_scores_gemma":[0.0002590462,0.0002434194,0.001128526,0.000009252947,0.000004445184,0.000009767013,0.008007703,0.08848059,0.8956784,0.0005599766,0.005515272,0.0001035982],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668236,0.00001435611,0.03224866,0.0001973494,0.0001771267,0.0003337482,0.00000813411,0.0001474324,0.00004959572],"genre_scores_gemma":[0.9985809,0.00002651784,0.001033168,0.00002544454,0.000003972938,0.000280518,0.00000586578,0.000008055114,0.00003557443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1244958,"threshold_uncertainty_score":0.3518604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104498714719296,"score_gpt":0.3444863763310206,"score_spread":0.2340365048590909,"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."}}