{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001182726,0.0003334335,0.0003460769,0.0005813022,0.0004128991,0.00126161,0.0004839904,0.001030014,0.0020123],"category_scores_gemma":[0.00439145,0.0002126816,0.0003143327,0.0005107898,0.002308748,0.001970535,0.001232891,0.001454357,0.0002883927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009657273,"about_ca_system_score_gemma":0.0004099405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00160035,"about_ca_topic_score_gemma":0.001399755,"domain_scores_codex":[0.9993923,0.0003375249,0.00001588627,0.00009621459,0.0001158969,0.00004218541],"domain_scores_gemma":[0.9980559,0.001587819,0.0001139172,0.0001046984,0.0000937279,0.00004399714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008543169,0.00007239493,0.001227381,0.0002453492,0.0000764403,0.0001480626,0.0004960562,0.4350231,0.005018364,0.4556753,0.003452375,0.0984797],"study_design_scores_gemma":[0.0000107099,0.00002585138,0.0005318732,0.00004868983,0.00001311253,0.00006514263,0.00007837793,0.7427515,0.002158953,0.2478086,0.00648612,0.00002119982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.06799213,0.0103279,0.8611072,0.007726923,0.0003982523,0.00007679287,0.0001038617,0.0004524623,0.05181448],"genre_scores_gemma":[0.8978096,0.004895478,0.08448158,0.0005883249,0.0002534566,0.0001107888,0.00006268294,0.00007352929,0.0117246],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0020123,"threshold_uncertainty_score":0.007006884,"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."}}