{"id":"W4396832334","doi":"10.1145/3613904.3642695","title":"Digital Knick-Knacks: Standalone Audiovisual Digital Possessions or Embellishments in Digital Environments","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Multimedia; Aesthetics; Art","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001094176,0.000325315,0.0002559858,0.0005614473,0.0001162866,0.002831032,0.000863626,0.000171457,0.0002569458],"category_scores_gemma":[0.0001443932,0.0002564581,0.00009203647,0.001057482,0.000181073,0.01067613,0.0008337785,0.0004982972,0.00175962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004297222,"about_ca_system_score_gemma":0.0001234533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003062772,"about_ca_topic_score_gemma":0.000005174697,"domain_scores_codex":[0.9975418,0.00001227765,0.0005504,0.0008327988,0.0005237219,0.0005390207],"domain_scores_gemma":[0.9990534,0.0001667001,0.00008530944,0.0005625514,0.00004220729,0.00008979765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002148463,0.002836328,0.01969109,0.00009471822,0.0005066226,0.003224808,0.002284538,0.00008602146,0.003962577,0.1023909,0.02089592,0.8438117],"study_design_scores_gemma":[0.008077676,0.005418484,0.02435996,0.002894326,0.00006628319,0.002567577,0.005138441,0.07386549,0.03774118,0.07242681,0.7606415,0.006802312],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5481766,0.0001324374,0.3737893,0.001071112,0.00163809,0.000617564,0.0002306193,0.001387085,0.07295717],"genre_scores_gemma":[0.9689066,0.00001044972,0.0005805769,0.0001037491,0.00006011879,0.0000331789,0.00006428136,0.00003095682,0.03021011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8370094,"threshold_uncertainty_score":0.9999888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639891671161054,"score_gpt":0.2944873057391302,"score_spread":0.2780883890275196,"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."}}