{"id":"W4386245226","doi":"10.1109/procomm57838.2023.00055","title":"Workshop: LXD - Where UXD Meets ID","year":2023,"lang":"en","type":"article","venue":"","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002448568,0.0009527054,0.0006635408,0.0006432349,0.00346873,0.006886047,0.001317216,0.002794523,0.5326813],"category_scores_gemma":[0.002108396,0.0005406149,0.0007798225,0.000419302,0.0006934736,0.002699757,0.006147486,0.003054976,0.3160676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285703,"about_ca_system_score_gemma":0.001667327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147104,"about_ca_topic_score_gemma":0.006351531,"domain_scores_codex":[0.9990116,0.0002607095,0.00003465653,0.0002264217,0.0002380702,0.000228465],"domain_scores_gemma":[0.998367,0.0001291761,0.00003055053,0.0001223393,0.0002121817,0.001138666],"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":[0.0002447609,0.0001018717,0.0003220353,0.0001446257,0.000006022434,0.000348006,0.000611987,0.00009523651,0.002137099,0.004366233,0.9522836,0.03933851],"study_design_scores_gemma":[0.00001514694,0.00003895779,0.0003312397,0.00006303688,0.000001417432,0.00007677198,0.0004856134,0.00007434859,0.0003252406,0.0004728308,0.9981074,0.000007939408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007164998,0.003136183,0.01609545,0.01385575,0.04092698,0.0008263052,0.005584906,0.006862532,0.9055469],"genre_scores_gemma":[0.01418164,0.0006829867,0.005352465,0.001867234,0.001914106,0.0002802868,0.002194744,0.001156623,0.9723698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5326813,"threshold_uncertainty_score":0.6665734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827122045421428,"score_gpt":0.2527082654903684,"score_spread":0.2344370450361541,"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."}}