{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005819527,0.0007169382,0.0001955367,0.001609257,0.001611964,0.00274129,0.0009535276,0.001056829,0.01387339],"category_scores_gemma":[0.002164251,0.0003007258,0.0003451963,0.001064714,0.003566652,0.004621103,0.004564894,0.0005251932,0.001403532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000657669,"about_ca_system_score_gemma":0.0003844798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001446234,"about_ca_topic_score_gemma":0.004551484,"domain_scores_codex":[0.9993408,0.0001897569,0.00005368244,0.0001067561,0.000161367,0.0001474287],"domain_scores_gemma":[0.9988726,0.0002956833,0.0002373794,0.000278833,0.0001081406,0.0002073823],"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":[0.001490832,0.0004852614,0.04556424,0.005091584,0.00009286626,0.006443636,0.1756013,0.005168621,0.04147623,0.2841454,0.02177105,0.412669],"study_design_scores_gemma":[0.00007223339,0.001145102,0.07349547,0.002663349,0.0001210485,0.01047464,0.1333293,0.006103475,0.01711873,0.03610762,0.7190754,0.0002935776],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.736021,0.002682217,0.08936393,0.0007527078,0.0002415136,0.0006713204,0.0007894631,0.0009124116,0.1685654],"genre_scores_gemma":[0.9179868,0.0009686088,0.04537464,0.0001758261,0.00003530981,0.0002870762,0.0005159675,0.00013735,0.03451841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01387339,"threshold_uncertainty_score":0.04641116,"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."}}