{"id":"W2488918232","doi":"10.1007/978-3-642-39357-0","title":"Mathematics and Computation in Music","year":2013,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Computation; Algebra over a field; Mathematics education; Algorithm; Mathematics; Pure mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006067296,0.0003269863,0.0004753492,0.0008528307,0.0001754676,0.0002982302,0.001499829,0.0003253984,0.000004766508],"category_scores_gemma":[0.0001044114,0.0002892238,0.00003827125,0.0009029608,0.0008200314,0.0004135754,0.001350688,0.0006756036,0.00002393424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002104325,"about_ca_system_score_gemma":0.0003170295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000219796,"about_ca_topic_score_gemma":0.0001794679,"domain_scores_codex":[0.9977351,0.00002697837,0.0004058397,0.0009392524,0.0004246003,0.0004682267],"domain_scores_gemma":[0.9985103,0.0005316583,0.0001759955,0.0006213654,0.00009978352,0.00006088692],"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":[9.921087e-7,0.00007021291,0.0002304998,0.0001453435,0.00001053787,0.00007084461,0.008758321,0.005102838,0.00002486998,0.02441618,0.0006362864,0.9605331],"study_design_scores_gemma":[0.0001996518,0.00006455469,0.00074837,0.0002457155,0.000002658575,0.00004547592,9.460621e-7,0.5533693,0.00003033436,0.4445886,0.0003664566,0.0003379362],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002127308,0.0005645827,0.9935594,0.0006426462,0.0007481212,0.0003537963,7.749388e-7,0.0001464016,0.001857022],"genre_scores_gemma":[0.07223421,0.00005939427,0.9259336,0.001142132,0.0001549122,0.00002930604,0.000002419314,0.00001848229,0.0004255112],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9601951,"threshold_uncertainty_score":0.999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936265751190185,"score_gpt":0.2448230133246492,"score_spread":0.2254603558127473,"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."}}