{"id":"W7143611058","doi":"10.71465/ajainn690","title":"AI and Neural Networks in Digital Content Creation and Curation","year":2025,"lang":"","type":"article","venue":"American Journal of Artificial Intelligence and Neural Networks","topic":"Generative Adversarial Networks and Image Synthesis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Content creation; Content (measure theory); Artificial neural network; Digital content; Automation; Field (mathematics)","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000688875,0.0004475327,0.0008557165,0.000378648,0.0003551897,0.001488329,0.0003507404,0.0001419226,0.000007169355],"category_scores_gemma":[0.0001960723,0.0003975102,0.0001418152,0.001145243,0.001221528,0.002643124,0.0002853928,0.000873188,3.043749e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005363805,"about_ca_system_score_gemma":0.00006681898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001707526,"about_ca_topic_score_gemma":0.000131646,"domain_scores_codex":[0.996664,0.0003263266,0.001509276,0.0006205063,0.000276599,0.000603262],"domain_scores_gemma":[0.997579,0.0006167127,0.0008528428,0.0002331585,0.0004225681,0.0002957173],"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":[0.0003556679,0.00007458436,0.003836497,0.00000724746,0.00005210853,0.0000379002,0.0004437643,0.255072,0.00004820863,0.001483816,0.00004236664,0.7385458],"study_design_scores_gemma":[0.0001474327,0.001395709,0.003274145,0.0002408693,0.00007817395,0.0001083029,0.00115364,0.9912783,0.0001497619,0.001795199,0.00004461369,0.0003338668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1826236,0.005567551,0.805719,0.004708475,0.001094111,0.0002522416,0.000002229795,0.000009730381,0.00002314067],"genre_scores_gemma":[0.9921415,0.005041707,0.000545591,0.001583741,0.0006378916,0.000003953048,0.000002265354,0.0000156369,0.00002772176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8095179,"threshold_uncertainty_score":0.9998477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982845865426946,"score_gpt":0.2794761980271698,"score_spread":0.2496477393729003,"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."}}