{"id":"W4294891745","doi":"10.1145/3550315","title":"One Ring to Rule Them All","year":2022,"lang":"en","type":"article","venue":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","topic":"Green IT and Sustainability","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada); University of Manitoba; University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Popularity; Focus (optics); Computer science; Human–computer interaction; Control (management); Work (physics); Grounded theory; Data science; Knowledge management; Psychology; Qualitative research; Artificial intelligence; Social psychology; Engineering; Sociology","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":[0.004847698,0.001270924,0.001031632,0.001335322,0.006237776,0.01076645,0.002600845,0.005527767,0.08872622],"category_scores_gemma":[0.02265841,0.0005815438,0.001054025,0.00116139,0.01077883,0.01577129,0.009681259,0.009130994,0.06482978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001930246,"about_ca_system_score_gemma":0.003697904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005850853,"about_ca_topic_score_gemma":0.009801497,"domain_scores_codex":[0.9938023,0.001616791,0.0003987298,0.001631562,0.001753301,0.0007972911],"domain_scores_gemma":[0.9907578,0.00161945,0.000792084,0.002347376,0.002725904,0.001757335],"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":[0.0001500836,0.00009904122,0.003432267,0.000564557,0.0000654708,0.0006644835,0.003827356,0.0002199015,0.001138604,0.2742271,0.5304133,0.1851979],"study_design_scores_gemma":[0.000008822763,0.00003062913,0.0004772253,0.0003339221,0.00001395833,0.0005143689,0.001830808,0.00009740075,0.0002823388,0.02098053,0.9753974,0.00003264627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01041643,0.01490419,0.03125361,0.1861679,0.02574556,0.0003001665,0.0009240786,0.002256181,0.728032],"genre_scores_gemma":[0.1524371,0.01321463,0.02841429,0.1121635,0.006641218,0.0003702819,0.0009319336,0.001993257,0.6838338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08872622,"threshold_uncertainty_score":0.2968188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476498351602849,"score_gpt":0.2310805394443377,"score_spread":0.2163155559283092,"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."}}