{"id":"W7026441537","doi":"","title":"ACM Multimedia, 2008 proceedings of the 16th ACM International Conference on Multimedia, Vancouver, Canada October 26 - 31, 2008","year":2008,"lang":"en","type":"other","venue":"","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Cover (algebra)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000138317,0.0004292678,0.0005239295,0.0003054659,0.0001111604,0.00008668807,0.005095806,0.0002878515,0.001678325],"category_scores_gemma":[0.0005840836,0.0002995292,0.0001921291,0.0005574895,0.0001444154,0.0002160851,0.001034163,0.0003569193,0.00005404071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002148925,"about_ca_system_score_gemma":0.001115018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2310249,"about_ca_topic_score_gemma":0.6494887,"domain_scores_codex":[0.996896,0.00002691519,0.0005377359,0.0007520999,0.001420551,0.0003667491],"domain_scores_gemma":[0.9973477,0.0001053875,0.000679204,0.001225021,0.0004847526,0.0001579912],"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":[0.000003940933,0.00007823323,0.001766674,0.00001552611,0.0001310073,0.000005451502,0.0001375486,0.0000169248,0.00005588348,0.0005656377,0.9931488,0.004074363],"study_design_scores_gemma":[0.0009805163,0.00005222455,0.001657602,0.0003428089,0.00005759584,0.000008557147,0.0001045443,0.08912963,0.0009347197,0.000295347,0.9056045,0.0008319044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001572907,0.0002351906,0.006327251,0.003379392,0.009424553,0.0009905901,0.000160464,0.0003731011,0.9789522],"genre_scores_gemma":[0.002591536,0.0006357847,0.03401133,0.001196984,0.0004995161,0.00003699382,0.00004107169,0.0001640857,0.9608227],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4184638,"threshold_uncertainty_score":0.9999457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01699546646450112,"score_gpt":0.2296022944808344,"score_spread":0.2126068280163332,"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."}}