{"id":"W4415373244","doi":"10.3389/fcomp.2025.1597806","title":"Approaches to notation for embodied engagement with a novel neural network-based musical instrument","year":2025,"lang":"en","type":"article","venue":"Frontiers in Computer Science","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Potsdam; Bosch-Forschungsstiftung; McGill University","keywords":"Embodied cognition; Notation; Abstraction; Creativity; Relevance (law); Representation (politics); Metaphor; Melody; Perception","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008825975,0.0001615755,0.0002247729,0.0004162996,0.0004803037,0.0001919865,0.00137329,0.00004823317,2.100601e-7],"category_scores_gemma":[0.00003408177,0.0001354812,0.00003596882,0.001799127,0.0003374541,0.0002819798,0.0005450874,0.0001551507,4.492004e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001548102,"about_ca_system_score_gemma":0.0002210982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005285852,"about_ca_topic_score_gemma":0.00002282928,"domain_scores_codex":[0.9982064,0.00003189965,0.0002203381,0.0007542197,0.000283395,0.0005037426],"domain_scores_gemma":[0.9992195,0.00008380989,0.00005619237,0.0005111048,0.00006668783,0.00006267969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008653854,0.0002589842,0.01226228,0.00004657205,0.00003206803,0.000005109187,0.002444137,0.2448782,0.00001906538,0.22066,0.006318611,0.5129884],"study_design_scores_gemma":[0.0007735236,0.0002185999,0.01101105,0.00003904978,0.000004901097,8.337103e-7,0.000030142,0.9805858,0.00008081362,0.005171401,0.00191469,0.0001692085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02253856,0.00002954746,0.9681719,0.006163112,0.002131441,0.00066531,0.000001267664,0.0001295307,0.0001693708],"genre_scores_gemma":[0.4617804,2.39714e-7,0.5366948,0.001364344,0.00002946271,0.0001180946,5.344018e-7,0.000001989292,0.00001011859],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7357076,"threshold_uncertainty_score":0.5524762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06055599511069386,"score_gpt":0.2447727460960735,"score_spread":0.1842167509853797,"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."}}