{"id":"W4403791018","doi":"10.1145/3664647.3689702","title":"An Innovative Industry Program in A New Era of Multimedia with Generative AI","year":2024,"lang":"en","type":"article","venue":"","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada)","funders":"","keywords":"Multimedia; Generative grammar; Computer science; Artificial intelligence","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":[0.00501908,0.001274333,0.0004052876,0.001562257,0.003865355,0.007434965,0.001556861,0.002624211,0.05297204],"category_scores_gemma":[0.003154255,0.0003855915,0.0008597551,0.0006960917,0.001468999,0.003796181,0.007551771,0.005380093,0.01218933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001802212,"about_ca_system_score_gemma":0.004869963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001506725,"about_ca_topic_score_gemma":0.004436892,"domain_scores_codex":[0.9977697,0.0006131345,0.00005178256,0.000286985,0.0007775978,0.0005008326],"domain_scores_gemma":[0.9949999,0.0003428298,0.0001071925,0.0001511927,0.0007420414,0.003656877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009106429,0.0008574583,0.0008298607,0.0001540937,0.00001282882,0.000413944,0.002427683,0.000337621,0.003725681,0.04731019,0.811887,0.1319527],"study_design_scores_gemma":[0.00002184033,0.0001857949,0.0007272973,0.00007030197,0.000006618076,0.0002628596,0.001276384,0.0006467378,0.0007969833,0.008886574,0.9871017,0.00001687492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03768092,0.008609843,0.05574239,0.2241212,0.05642302,0.001255089,0.0005829785,0.002592939,0.6129917],"genre_scores_gemma":[0.09210776,0.004871854,0.03518454,0.02476849,0.02071679,0.001112531,0.0007799547,0.001073316,0.8193848],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05297204,"threshold_uncertainty_score":0.1772091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146675117591417,"score_gpt":0.2949956135304128,"score_spread":0.2735288623544986,"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."}}