{"id":"W7114987650","doi":"10.70849/ijsci1200227291028","title":"PromoBot-Video Ad Generator","year":2025,"lang":"","type":"article","venue":"International Journal of Sciences and Innovation Engineering","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Quality (philosophy); Generator (circuit theory); Software; Authentication (law); Creativity; Web page; Social media","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":[0.0009925839,0.000144428,0.0001868614,0.001700906,0.00009500402,0.001013068,0.0009812213,0.00005155744,0.00001401662],"category_scores_gemma":[0.0004822974,0.0001249068,0.00005137872,0.002766816,0.0001288013,0.002264421,0.0002422751,0.0001955205,0.000003047139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006802074,"about_ca_system_score_gemma":0.0002931907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001635688,"about_ca_topic_score_gemma":1.875782e-7,"domain_scores_codex":[0.9980233,0.00001277937,0.0008220705,0.0002173519,0.0007342406,0.0001902051],"domain_scores_gemma":[0.9980877,0.00008349759,0.0003638758,0.00006731784,0.001337283,0.00006034002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001653334,0.0001185901,0.001458277,0.00004132311,0.0001511995,0.00002488445,0.0004771261,0.004859171,0.01931556,0.5339569,0.001020118,0.4385602],"study_design_scores_gemma":[0.001298402,0.0008122842,0.01035482,0.001737101,0.00002673001,0.000309318,0.0001857971,0.8143161,0.02575364,0.006317487,0.1384086,0.0004796593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3930783,0.002018043,0.5799896,0.01004754,0.01243971,0.0001201659,0.000004622446,0.00002622503,0.002275804],"genre_scores_gemma":[0.9877645,0.0002703207,0.01058462,0.0006873695,0.0003228277,0.000001763708,4.474568e-7,0.000003909575,0.0003641902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8094569,"threshold_uncertainty_score":0.9769039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02290362147744636,"score_gpt":0.3041441922203496,"score_spread":0.2812405707429032,"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."}}