{"id":"W4378195322","doi":"10.1162/leon_a_02429","title":"Capturing the Beauty of Bubble Shadows and Exploring Their Regularity","year":2023,"lang":"en","type":"article","venue":"Leonardo","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Miller Group (Canada)","funders":"","keywords":"Miller; Beauty; Bubble; Point (geometry); Art; Computer science; Visual arts; Aesthetics; Geology; Mathematics; Geometry; Paleontology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003022047,0.00006437455,0.0001017712,0.00003617707,0.0003217034,0.00004470773,0.0001034761,0.00001349544,0.0003631515],"category_scores_gemma":[0.00003578211,0.00003826431,0.00003391807,0.0000371373,0.0003150028,0.00009188915,0.0001087911,0.00009429867,0.0000384669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008736047,"about_ca_system_score_gemma":0.0000135515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004561176,"about_ca_topic_score_gemma":0.0002588833,"domain_scores_codex":[0.9994232,0.00003919059,0.00009892592,0.0001086531,0.0001412899,0.0001887251],"domain_scores_gemma":[0.9996069,0.0001483071,0.00002494468,0.0001424297,0.00004352078,0.00003389717],"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":[0.00001324919,0.00001268959,0.002519496,0.00004747852,0.00003351939,0.00000509538,0.03466551,0.000005869867,0.0001339555,0.9508435,0.001420694,0.01029896],"study_design_scores_gemma":[0.000525646,0.0001573679,0.06507624,0.0001596025,0.00003588324,0.000006551858,0.414274,0.001994867,0.003626291,0.04531075,0.4684849,0.0003478722],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9054652,0.00035797,0.00004639708,0.003042815,0.00007037116,0.0001477944,0.00003409217,0.00007531598,0.09075999],"genre_scores_gemma":[0.993567,0.00009078046,0.000009480298,0.00002583369,0.0001799735,0.00002917216,0.000003689696,0.000008232666,0.006085764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9055327,"threshold_uncertainty_score":0.3976254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1873927270269093,"score_gpt":0.2665498766444128,"score_spread":0.07915714961750348,"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."}}