{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005332385,0.0009721252,0.0004722479,0.0009171313,0.0003137869,0.001022803,0.001465745,0.0006412055,0.06865972],"category_scores_gemma":[0.001854003,0.0003835718,0.0004512422,0.0004752337,0.000295288,0.0009516199,0.0009529055,0.0007575019,0.01710748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000281667,"about_ca_system_score_gemma":0.0003737322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008679541,"about_ca_topic_score_gemma":0.00071581,"domain_scores_codex":[0.9997043,0.00003474108,0.00001788391,0.00007082416,0.0001282088,0.00004398121],"domain_scores_gemma":[0.9995095,0.0001597556,0.00002005459,0.00009063824,0.0001637722,0.00005641607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002117696,0.0004774699,0.001871475,0.001950579,0.0000725667,0.002396459,0.0007452809,0.005678741,0.09195241,0.01735279,0.3282111,0.5471734],"study_design_scores_gemma":[0.0008921991,0.0007780859,0.003258037,0.0002234443,0.00008437666,0.003408797,0.0002456599,0.1263856,0.1611426,0.0099179,0.69349,0.0001732682],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0318224,0.001089814,0.5076572,0.0004442905,0.001370609,0.003397397,0.01530288,0.3160557,0.1228598],"genre_scores_gemma":[0.3173621,0.001184531,0.402941,0.001138871,0.0004547626,0.004108702,0.03970422,0.03964427,0.1934616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06865972,"threshold_uncertainty_score":0.2296897,"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."}}