{"id":"W4237634916","doi":"10.1145/3012932","title":"Demo hour","year":2016,"lang":"en","type":"article","venue":"interactions","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Creativity; Interface (matter); User interface; Human–computer interaction; Multimedia; World Wide Web","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":[0.001308567,0.001030187,0.0004390899,0.001114989,0.003533092,0.003799948,0.001226807,0.001833076,0.6076221],"category_scores_gemma":[0.002048252,0.0003500454,0.0006974526,0.0007450401,0.0004322059,0.002703056,0.003254641,0.00247729,0.300713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084063,"about_ca_system_score_gemma":0.00174769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004123381,"about_ca_topic_score_gemma":0.01244401,"domain_scores_codex":[0.999333,0.00008160276,0.00002152475,0.00008421527,0.000295867,0.0001837174],"domain_scores_gemma":[0.9982806,0.00008098543,0.00003397204,0.0001438177,0.0005593625,0.0009013455],"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":[0.00004170466,0.00002341426,0.00007768138,0.00003067002,0.000001022132,0.00006745639,0.00003443837,0.00003261576,0.000117506,0.00102142,0.9822208,0.01633132],"study_design_scores_gemma":[0.00001273159,0.00001984137,0.0002624356,0.00002023539,0.00000100391,0.00004836543,0.0001131312,0.00003726532,0.00008960893,0.000529698,0.9988614,0.000004212568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002992936,0.001766106,0.003714714,0.02412272,0.05649258,0.001032884,0.01362813,0.002846424,0.8934034],"genre_scores_gemma":[0.01051709,0.001068978,0.002091533,0.004188335,0.003930242,0.0004037796,0.008921899,0.0008665419,0.9680117],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6076221,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970139246255295,"score_gpt":0.2715044260789321,"score_spread":0.2518030336163791,"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."}}