{"id":"W4230357731","doi":"10.32920/ryerson.14658204.v1","title":"Perpetual Shift","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design; Toronto Metropolitan University","funders":"","keywords":"Architecture; Computer science; Intersection (aeronautics); Human–computer interaction; Realm; Sight; Sculpture; Mode (computer interface); Interface (matter); Computer graphics (images); Engineering; Visual arts; Art; Physics","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":[0.00007056278,0.0001684358,0.0001843288,0.00006663799,0.00004731378,0.000402651,0.001102734,0.0001230774,0.000606769],"category_scores_gemma":[0.00002671474,0.0001534983,0.0001912573,0.00007664027,0.00001756767,0.000291515,0.002773764,0.0004430778,0.000295588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004335876,"about_ca_system_score_gemma":0.0001992304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114263,"about_ca_topic_score_gemma":0.00001536772,"domain_scores_codex":[0.9988619,0.00005172605,0.0001414775,0.0005518905,0.0001908595,0.0002021527],"domain_scores_gemma":[0.9989471,0.00004391732,0.00006069574,0.0007510167,0.0001390138,0.00005824136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001911605,0.0006854372,0.00130225,0.0002594927,0.0007040801,0.0009623676,0.02645673,0.0003295877,0.01839694,0.8641654,0.07568697,0.01103168],"study_design_scores_gemma":[0.001968124,0.0005893195,0.2200583,0.00151146,0.0001956749,0.0002604305,0.007911726,0.1028752,0.5234001,0.04903625,0.08412576,0.008067683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01918067,0.0001483856,0.8431382,0.001516066,0.002283277,0.00009123202,0.000003385401,0.00004136675,0.1335975],"genre_scores_gemma":[0.9839445,0.00001605493,0.01159252,0.001912186,0.0001206612,0.0000141039,0.00003002796,0.000007883893,0.002362045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9647639,"threshold_uncertainty_score":0.6643695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717352910571655,"score_gpt":0.2681905072064007,"score_spread":0.2510169781006841,"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."}}