{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002349456,0.00003549617,0.000101583,0.0001048635,0.0003577596,0.0001299508,0.0003736997,0.0001101005,0.000004806767],"category_scores_gemma":[0.001212258,0.00002559419,0.0001109057,0.0001951561,0.00002583133,0.0006932516,0.00001773049,0.0001025325,0.00002265011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004678225,"about_ca_system_score_gemma":0.0001303996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003414508,"about_ca_topic_score_gemma":0.00009743503,"domain_scores_codex":[0.9987772,0.0001525298,0.0005231432,0.00001659304,0.0004248767,0.000105675],"domain_scores_gemma":[0.9969446,0.0002632173,0.001741034,0.0001057028,0.000924361,0.00002108447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001647641,0.0000429724,0.02960281,0.0000189499,0.00006069084,3.506928e-8,0.008084626,0.000592493,0.00006817861,0.7996104,0.1594387,0.002463674],"study_design_scores_gemma":[0.000329221,0.000008939244,0.003929566,0.00001389804,0.00001121194,0.000001282938,0.00278323,0.0001913177,0.0000384192,0.0008883688,0.9917715,0.00003308037],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06197519,0.000637994,0.01249852,0.0561565,0.01764097,0.002791094,0.00007726403,0.0002636151,0.8479589],"genre_scores_gemma":[0.9952708,0.00002133494,0.0002146297,0.0001079551,0.0002864002,0.000009192336,0.000003097923,0.000002115234,0.004084406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9332957,"threshold_uncertainty_score":0.2751634,"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."}}