{"id":"W107419099","doi":"10.1007/978-3-540-78761-7_53","title":"Virtual Constructive Swarm Compositions and Inspirations","year":2008,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Constructive; Swarm behaviour; Computer science; Painting; Complement (music); Artificial intelligence; Visual arts; Art; Programming language","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":[0.0005746413,0.0005984349,0.0003006846,0.0005798606,0.001894082,0.003469988,0.0009230548,0.0006744697,0.02002921],"category_scores_gemma":[0.001495907,0.0002242416,0.0002391247,0.0004289191,0.002075614,0.002159883,0.003116125,0.001187293,0.00231972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003334294,"about_ca_system_score_gemma":0.0002446073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001031376,"about_ca_topic_score_gemma":0.0003590593,"domain_scores_codex":[0.9996258,0.0001567612,0.000009077175,0.00004393928,0.0001259953,0.00003842226],"domain_scores_gemma":[0.9995539,0.0001433538,0.00002246452,0.00009692682,0.00005970344,0.0001236091],"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":[0.0003173414,0.0001139101,0.0006658313,0.0003869539,0.00003276815,0.0004694369,0.01364533,0.005487224,0.0161008,0.7222113,0.02226975,0.2182992],"study_design_scores_gemma":[0.0001269083,0.0003956837,0.001669585,0.000391038,0.00005429774,0.001748852,0.01326672,0.02425603,0.01227586,0.4052111,0.5405295,0.0000744958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1202134,0.002540701,0.1388157,0.002007391,0.002002588,0.00009272099,0.0000844624,0.001133517,0.7331095],"genre_scores_gemma":[0.7392523,0.001050486,0.05534948,0.0002465252,0.000409709,0.00009743036,0.0001018639,0.0004871262,0.2030051],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02002921,"threshold_uncertainty_score":0.06700438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477922786602136,"score_gpt":0.228506396679748,"score_spread":0.2137271688137266,"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."}}