{"id":"W4307205164","doi":"10.1561/0600000099","title":"Video Summarization Overview","year":2022,"lang":"en","type":"article","venue":"Foundations and Trends® in Computer Graphics and Vision","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Automatic summarization; Computer science; Field (mathematics); Multimedia; Data science; World Wide Web; Information retrieval","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":[0.000417979,0.0001147536,0.0001565495,0.0007633379,0.0006302323,0.0003710246,0.0002011376,0.00003289964,0.0000401339],"category_scores_gemma":[0.000004305709,0.0001130598,0.00005089134,0.001702756,0.0000325119,0.0005082901,0.0004944252,0.0001403696,8.836935e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002106343,"about_ca_system_score_gemma":0.00001447788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081928,"about_ca_topic_score_gemma":0.0001436591,"domain_scores_codex":[0.9988083,0.0001328298,0.0002761126,0.0004074024,0.0002323352,0.0001430788],"domain_scores_gemma":[0.9994804,0.00006673721,0.00008578768,0.0002629566,0.00004601368,0.0000581661],"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":[0.000002734577,0.00009723203,0.01064639,0.000008533437,0.00001285551,0.000003702624,0.0002837044,0.0007992205,0.000006824351,0.5175379,0.0004039813,0.4701969],"study_design_scores_gemma":[0.0003809801,0.0001464285,0.09010943,0.00001380136,0.000009999821,0.000009772566,0.000008194381,0.8715237,0.000001046075,0.0168207,0.02082312,0.0001528307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03016382,0.0009537191,0.9656811,0.002408961,0.0003681539,0.0001007225,0.000009559808,0.00006970283,0.0002443028],"genre_scores_gemma":[0.9923487,0.0007129983,0.006165253,0.0004670813,0.00003758394,0.00001955502,0.0001737447,0.00000719729,0.00006786126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9621849,"threshold_uncertainty_score":0.4847301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02295081802252739,"score_gpt":0.3016034509537627,"score_spread":0.2786526329312353,"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."}}