{"id":"W4245836572","doi":"10.1145/2405716.2405719","title":"Demo hour","year":2013,"lang":"en","type":"article","venue":"interactions","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Library 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":[],"consensus_categories":[],"category_scores_codex":[0.003155845,0.0009511349,0.0005405758,0.001193653,0.003172466,0.005949786,0.001345166,0.005935293,0.1745708],"category_scores_gemma":[0.01124533,0.0004308381,0.0007399149,0.0006339877,0.001153507,0.00383957,0.003507534,0.005662716,0.05828988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001669158,"about_ca_system_score_gemma":0.002017698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001777193,"about_ca_topic_score_gemma":0.006084003,"domain_scores_codex":[0.9975492,0.0005026038,0.00009033221,0.0003044293,0.001260464,0.0002928849],"domain_scores_gemma":[0.9937279,0.001222804,0.0002184593,0.0005214793,0.002259523,0.002049786],"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":[0.0000133183,0.0000061242,0.00002320853,0.00002642892,8.580626e-7,0.00008460876,0.00002573287,0.000008807434,0.00005913604,0.000809563,0.9888071,0.01013514],"study_design_scores_gemma":[0.000003513755,0.000006243847,0.00004977837,0.00002832383,5.475944e-7,0.00007621826,0.0000606396,0.000008454679,0.00003926918,0.0002587898,0.9994655,0.000002648364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0007154594,0.01731368,0.001625584,0.2343058,0.538721,0.0001619768,0.0004112299,0.0005937147,0.2061516],"genre_scores_gemma":[0.007871588,0.009147191,0.0007773362,0.07594769,0.1184957,0.0001419423,0.0002742527,0.0003782992,0.786966],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1745708,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02304503807980238,"score_gpt":0.2364361666680622,"score_spread":0.2133911285882599,"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."}}