{"id":"W7011983900","doi":"","title":"LiveDescribe","year":2006,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"University of Toronto","keywords":"Usability; Task (project management); Improvisation; Cognitive load; Task analysis; Production (economics); Digital media","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002316122,0.001021424,0.0005487184,0.001628816,0.0008859779,0.003532538,0.00213545,0.001242977,0.2098906],"category_scores_gemma":[0.01162936,0.0007916571,0.0008326363,0.001173383,0.0009774617,0.005635722,0.005220234,0.002027527,0.06967215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007315578,"about_ca_system_score_gemma":0.001575585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008947167,"about_ca_topic_score_gemma":0.001719986,"domain_scores_codex":[0.9989452,0.0002821043,0.0001221992,0.0001757123,0.0003711382,0.0001036607],"domain_scores_gemma":[0.994769,0.002606911,0.0001951545,0.001320491,0.000671272,0.0004371968],"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":[0.0009742288,0.0002385787,0.00115056,0.002802514,0.00004493337,0.0007399353,0.003321521,0.0006996976,0.007418094,0.05961992,0.618673,0.3043171],"study_design_scores_gemma":[0.00005694314,0.00004766479,0.0002795776,0.0001625391,0.000008740996,0.0003478411,0.0001624034,0.0003409774,0.002157318,0.005252389,0.9911505,0.00003314737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0131807,0.003069076,0.252407,0.002677842,0.002181011,0.002093337,0.08526087,0.1910853,0.4480448],"genre_scores_gemma":[0.06029873,0.003418353,0.1864028,0.002950806,0.0004947407,0.005015433,0.1397438,0.08413676,0.5175385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2098906,"threshold_uncertainty_score":0.702154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01628907448988631,"score_gpt":0.2757719537499388,"score_spread":0.2594828792600525,"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."}}