{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000200296,0.0001677776,0.0002410504,0.000140847,0.0002026369,0.00004076472,0.001237921,0.00006261627,0.00002996875],"category_scores_gemma":[0.0004821068,0.0001405626,0.00006959568,0.0003386844,0.00009084536,0.0001539248,0.002107576,0.0005277429,0.000005717299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002044272,"about_ca_system_score_gemma":0.000008335232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002694459,"about_ca_topic_score_gemma":0.000001705955,"domain_scores_codex":[0.9990154,0.0000055836,0.0001973936,0.0002624261,0.0002158831,0.000303293],"domain_scores_gemma":[0.9993185,0.00009118581,0.00006825457,0.0003967013,0.00009905257,0.0000262744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008419394,0.0008599674,0.03085305,0.001175263,0.0006348903,0.000005785737,0.01073255,0.008220656,0.6552249,0.007883548,0.01460399,0.2689634],"study_design_scores_gemma":[0.0002871792,0.0007120651,0.003524652,0.000143818,0.0000351676,0.00001753679,0.03133385,0.000533965,0.9000619,0.05194507,0.01103782,0.0003669954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919516,0.0001916376,0.00000315583,0.001119314,0.000147644,0.0005282561,0.00000979893,0.0006624344,0.005386114],"genre_scores_gemma":[0.9986504,0.00006234027,0.0003713476,0.00005861098,0.00001425313,0.0006154726,2.562366e-7,0.00002567731,0.0002016891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2685964,"threshold_uncertainty_score":0.5731975,"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."}}