{"id":"W4407153971","doi":"10.1162/leon_a_02652","title":"Lightyears: Auditory Navigation through Coppice’s <i>Draw Agreement</i>","year":2025,"lang":"en","type":"article","venue":"Leonardo","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Coppicing; Art; Biology; Ecology; Woody plant","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007549525,0.0002448145,0.0001166798,0.0005841806,0.003240779,0.003619386,0.0006821592,0.0008617768,0.0197555],"category_scores_gemma":[0.002683947,0.0001723694,0.0001631727,0.0003178504,0.003500028,0.001854227,0.003459468,0.001555312,0.002001732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007950034,"about_ca_system_score_gemma":0.0006259179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005741102,"about_ca_topic_score_gemma":0.01167578,"domain_scores_codex":[0.9996068,0.0001302624,0.00000627063,0.00006250071,0.0001299445,0.00006426907],"domain_scores_gemma":[0.999365,0.0003102291,0.00002660763,0.0001099767,0.00009555232,0.0000926708],"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":[0.000507524,0.0001476176,0.003644838,0.0002316294,0.00002548633,0.002088865,0.254582,0.001149643,0.03232815,0.3403213,0.09786218,0.2671107],"study_design_scores_gemma":[0.00002896505,0.0001796012,0.00447912,0.0001905627,0.00001390986,0.0007985773,0.05229405,0.002050457,0.009117162,0.01716098,0.913615,0.00007166369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2723473,0.0007451394,0.04447492,0.007244134,0.0009182949,0.0001051854,0.0001680866,0.001166373,0.6728306],"genre_scores_gemma":[0.8999556,0.0002845578,0.00982598,0.0008039005,0.0001480549,0.00005834248,0.00006445163,0.0003604444,0.08849869],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0197555,"threshold_uncertainty_score":0.0660888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009639019039436474,"score_gpt":0.251524341234571,"score_spread":0.2418853221951345,"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."}}