{"id":"W4234934705","doi":"10.1145/2931083","title":"Demo hour","year":2016,"lang":"en","type":"article","venue":"interactions","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Interactivity; White (mutation); Visual arts; Multimedia; Computer science; Sociology; Art","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":[0.0009094016,0.0007212342,0.0004453099,0.001083905,0.003189178,0.003761107,0.00124091,0.001463589,0.7044672],"category_scores_gemma":[0.002181674,0.0002970335,0.000571298,0.0007251985,0.0004338988,0.002597281,0.003428485,0.001931267,0.3471191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000754822,"about_ca_system_score_gemma":0.0009334899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003537913,"about_ca_topic_score_gemma":0.01064383,"domain_scores_codex":[0.9995053,0.00006572128,0.00001459016,0.00006509724,0.0002145956,0.0001347951],"domain_scores_gemma":[0.9989579,0.00009818574,0.00002004022,0.0001556999,0.0002663892,0.0005018734],"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":[0.00007924146,0.00003104961,0.00008417779,0.00005051075,0.000001302452,0.00009635452,0.0001266358,0.00002862569,0.0001679083,0.001676044,0.9636667,0.03399137],"study_design_scores_gemma":[0.00001289434,0.00002070435,0.0002106336,0.00002422604,0.00000112593,0.0000642767,0.0002065125,0.00002639506,0.00009201569,0.0006842354,0.9986525,0.00000451345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002747548,0.0009274623,0.002407554,0.007135264,0.01340821,0.0004531642,0.009468328,0.003180815,0.9602716],"genre_scores_gemma":[0.01480103,0.0008160495,0.002116833,0.002541509,0.001480692,0.0002715853,0.009284246,0.001398552,0.9672894],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7044672,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02210309837530991,"score_gpt":0.2940954351238668,"score_spread":0.2719923367485569,"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."}}