{"id":"W2395815217","doi":"10.5281/zenodo.1178631","title":"Rainboard And Musix: Building Dynamic Isomorphic Interfaces","year":2013,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Variety (cybernetics); Computer science; Isomorphism (crystallography); Human–computer interaction; Artificial intelligence","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002969143,0.0001027605,0.0001126476,0.0001694068,0.001651369,0.0007807399,0.001096412,0.00005529859,0.001427757],"category_scores_gemma":[0.0002378388,0.00009825484,0.00001949564,0.0003305635,0.0002349424,0.0004159484,0.002298144,0.000202515,0.002362095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004205968,"about_ca_system_score_gemma":0.000001328445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001331579,"about_ca_topic_score_gemma":2.810623e-7,"domain_scores_codex":[0.9989772,0.0001165847,0.000141928,0.000351286,0.0001491592,0.0002638452],"domain_scores_gemma":[0.9992728,0.00002616735,0.00005435354,0.0003722677,0.000200844,0.00007361038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008642891,0.0001028123,0.00002680268,0.00007123866,0.00009971135,0.00001801655,0.007539649,0.00001462915,0.01765054,0.1058712,0.2017321,0.6668646],"study_design_scores_gemma":[0.0004820564,0.0002264794,0.002818716,0.00003479412,0.000007472282,0.0001939699,0.0005628916,0.00835159,0.0004796579,0.01092337,0.9756143,0.0003047199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7543276,0.0005321238,0.1917785,0.01026294,0.0002744626,0.000623862,0.00002480212,0.00304746,0.03912823],"genre_scores_gemma":[0.996216,0.00008174932,0.00292178,0.0002106415,0.00001793735,6.446172e-8,0.00001988744,0.0001520671,0.0003798932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7738822,"threshold_uncertainty_score":0.9996483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022514977374152,"score_gpt":0.2282693641778744,"score_spread":0.2080442144041329,"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."}}