{"id":"W4405438024","doi":"10.1145/3708899.3708900","title":"Students Report from ACM MMsys 2023","year":2023,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008395897,0.000206573,0.000326655,0.0002698591,0.0001592616,0.0003005975,0.003844665,0.0001356114,0.0002558069],"category_scores_gemma":[0.003979582,0.0001904164,0.0001639851,0.001619371,0.00003249606,0.0005285632,0.002162677,0.0001791742,0.002220185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000616043,"about_ca_system_score_gemma":0.00008670454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009815339,"about_ca_topic_score_gemma":0.0002694118,"domain_scores_codex":[0.9972323,0.0001084481,0.0005568488,0.0007848932,0.0009121468,0.0004053384],"domain_scores_gemma":[0.9956777,0.0006924245,0.0002210528,0.003069025,0.000149304,0.0001904561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001063245,0.0001476443,0.5427228,0.000007600892,0.0002570552,0.001002732,0.001205206,0.0001625409,0.001754302,0.00008615612,0.2250966,0.2275468],"study_design_scores_gemma":[0.001321235,0.00009790841,0.7297074,0.00005663023,0.00009791574,0.00001957522,0.0001741019,0.177445,0.001596933,0.0189054,0.06967487,0.0009030337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8409665,0.0002377129,0.1345087,0.008792103,0.009823657,0.0006808651,0.00005028927,0.00206269,0.002877507],"genre_scores_gemma":[0.8407515,0.0005822527,0.1219536,0.001031465,0.001853742,0.0001879938,0.001384785,0.00008517468,0.03216952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2266437,"threshold_uncertainty_score":0.9985567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783264350193429,"score_gpt":0.304555138964498,"score_spread":0.2767224954625637,"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."}}