{"id":"W3163527296","doi":"10.1145/3411763.3451544","title":"Tagbly: Enhanced Multimedia","year":2021,"lang":"en","type":"article","venue":"","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Multimedia; Graphics; Zoom; Timestamp; Interactive media; World Wide Web; Computer graphics (images)","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":[0.0009077685,0.0016672,0.0006185477,0.002380064,0.0006608611,0.003040517,0.00274316,0.00142883,0.08335056],"category_scores_gemma":[0.003747068,0.0006086082,0.0006009549,0.001784612,0.0005212961,0.005347891,0.003665486,0.001486418,0.03563517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006642906,"about_ca_system_score_gemma":0.0006369232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001309912,"about_ca_topic_score_gemma":0.001816475,"domain_scores_codex":[0.998892,0.0001378735,0.0000650923,0.0001466662,0.0006308616,0.0001274943],"domain_scores_gemma":[0.9986162,0.0002477666,0.00008183927,0.0004612338,0.0004347838,0.0001582772],"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":[0.00119782,0.000156015,0.000459935,0.0008256446,0.00004990536,0.0006082396,0.0003572572,0.001666385,0.05984416,0.02833122,0.4795967,0.4269067],"study_design_scores_gemma":[0.0001584543,0.0002334179,0.0009012971,0.0001879169,0.00004191167,0.001060169,0.00009774595,0.01804842,0.05579653,0.01125115,0.9120759,0.0001471838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01014463,0.002571106,0.5600098,0.000961342,0.001606527,0.0008915949,0.01268208,0.3034585,0.1076744],"genre_scores_gemma":[0.1263661,0.003334507,0.4582714,0.003342543,0.001416814,0.001356181,0.0553113,0.04325659,0.3073446],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.08335056,"threshold_uncertainty_score":0.2788354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008005965077863985,"score_gpt":0.2234381122366117,"score_spread":0.2154321471587477,"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."}}