{"id":"W4405307393","doi":"10.23977/jaip.2024.070404","title":"HCM: Icon art design based on diffusion model","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icon; Diffusion; Computer science; Physics; Programming language; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001710106,0.0001716072,0.0002064795,0.0003412302,0.00008908765,0.000919143,0.0006955714,0.00007259577,0.00003288463],"category_scores_gemma":[0.002246719,0.0001328091,0.0001572203,0.0005566907,0.00005212329,0.003082498,0.00007808454,0.0005030512,0.0008297614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008211323,"about_ca_system_score_gemma":0.0003626116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002302884,"about_ca_topic_score_gemma":7.021893e-7,"domain_scores_codex":[0.9978338,0.0001772299,0.0006614765,0.000278617,0.0007836854,0.0002651256],"domain_scores_gemma":[0.9961042,0.002787301,0.0002785156,0.0002911439,0.0003319965,0.0002067779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000495846,0.001093726,0.000002321477,0.0000347182,0.00004582759,0.0007455793,0.001596335,0.1140241,0.007673216,0.1852797,0.004603405,0.6844052],"study_design_scores_gemma":[0.00002143111,0.000957788,0.000001222926,0.0001818266,0.00002593371,0.0001103827,0.00009905801,0.9292853,0.02867759,0.02642735,0.01406613,0.0001459253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0007652076,0.00009380865,0.9822474,0.008349409,0.002281426,0.0001349573,8.304239e-7,0.00006668847,0.006060295],"genre_scores_gemma":[0.8786627,0.00008734087,0.1185702,0.001917145,0.0004474742,0.000006590502,4.727363e-7,0.00002134537,0.0002867375],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8778975,"threshold_uncertainty_score":0.9999482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09996065018434111,"score_gpt":0.3703115377194586,"score_spread":0.2703508875351175,"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."}}