{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000392414,0.0001912749,0.0001893222,0.001280968,0.0006133,0.001840166,0.0003114411,0.0005252643,0.004707164],"category_scores_gemma":[0.002010481,0.0002799389,0.0001488964,0.0005942323,0.001403128,0.001651559,0.001472809,0.0007795986,0.0004002379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003418011,"about_ca_system_score_gemma":0.0002149845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746928,"about_ca_topic_score_gemma":0.002799963,"domain_scores_codex":[0.9998878,0.00002672384,0.000003085506,0.0000255251,0.00003553651,0.00002134529],"domain_scores_gemma":[0.9993778,0.0003847185,0.00005478895,0.00008847588,0.00005407427,0.00004005897],"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":[0.0005086386,0.0000793039,0.01899217,0.001561421,0.00009479222,0.003191495,0.06552629,0.0193468,0.2474623,0.2060749,0.02603511,0.4111268],"study_design_scores_gemma":[0.00009950653,0.0002520978,0.1291848,0.001377831,0.000157811,0.007460388,0.05218804,0.1407278,0.1120108,0.2011616,0.3549125,0.0004667199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7514166,0.00486559,0.1440371,0.003874,0.0002961975,0.0001003411,0.0006034522,0.000888448,0.09391821],"genre_scores_gemma":[0.9540325,0.001162146,0.03861031,0.000315164,0.0000737795,0.00001944114,0.0001175171,0.0002234736,0.005445647],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004707164,"threshold_uncertainty_score":0.01574701,"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."}}