{"id":"W4390812089","doi":"10.1145/3631418","title":"SurfShare","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Universitas Brawijaya","keywords":"Workspace; Computer science; Human–computer interaction; Desk; Virtual reality; Physical space; Virtual machine; Computer graphics (images); Operating system; Artificial intelligence; Robot","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":[],"consensus_categories":[],"category_scores_codex":[0.0001790247,0.0001393625,0.0001732496,0.0002081227,0.00020661,0.00009570619,0.003198407,0.00009893846,0.000002865643],"category_scores_gemma":[0.0008453299,0.00009590933,0.00006293118,0.001050521,0.0001867465,0.0003846605,0.003556171,0.0002909221,0.00003953958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000044109,"about_ca_system_score_gemma":0.00001592758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001600391,"about_ca_topic_score_gemma":0.000001214419,"domain_scores_codex":[0.9989757,0.000005027779,0.0001865162,0.0003752795,0.0002125203,0.0002449642],"domain_scores_gemma":[0.9986722,0.0001947942,0.0001972665,0.0007408742,0.000175332,0.00001946688],"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":[0.0001013608,0.0005392056,0.005228714,0.00051538,0.0002897644,0.000004715844,0.003877278,0.0002946965,0.3554069,0.2188519,0.09577614,0.3191139],"study_design_scores_gemma":[0.0001779025,0.0003197607,0.002504971,0.0003458274,0.0000114522,0.00001737179,0.005240436,0.002039086,0.8470916,0.1357481,0.006292341,0.000211087],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783673,0.0002033436,0.0002326101,0.01312831,0.0001818909,0.0008302177,0.00001905046,0.002480018,0.004557312],"genre_scores_gemma":[0.9979495,0.0003128505,0.0007825008,0.00004717293,0.000009286789,0.0004129585,5.3378e-7,0.0000100974,0.0004750655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4916847,"threshold_uncertainty_score":0.594349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640609499786728,"score_gpt":0.2677687131605526,"score_spread":0.2513626181626853,"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."}}