{"id":"W4391800430","doi":"10.1145/3746059.3747690","title":"Squidgets: Sketch-based Widget Design for Scene Manipulation","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sketch; Computer science; Computer graphics (images); Human–computer interaction; Algorithm","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005700905,0.0002757551,0.0002816844,0.0002313898,0.0001788453,0.0002326188,0.001686828,0.0003054333,0.00001558539],"category_scores_gemma":[0.00006623756,0.000279538,0.0001782466,0.0002992951,0.00004021621,0.0001225608,0.000844203,0.0002421152,0.00002887865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002344656,"about_ca_system_score_gemma":0.0006139741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008326488,"about_ca_topic_score_gemma":0.00002420499,"domain_scores_codex":[0.9979917,0.0001078711,0.0004451186,0.0008899419,0.000272832,0.0002925413],"domain_scores_gemma":[0.9973647,0.0003822992,0.0002308692,0.001668227,0.0002695341,0.00008435095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002452324,0.0002951113,0.00003099219,0.0004951778,0.0001076574,0.000001125768,0.000117426,0.5937378,0.0001529917,0.326343,0.04425862,0.03443561],"study_design_scores_gemma":[0.000295527,0.00002699373,0.0001812295,0.0000890459,0.00003192286,3.922646e-7,0.000003164376,0.9314685,0.004211945,0.0578447,0.005581613,0.000265013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00001137978,0.00006093387,0.9854285,0.007517599,0.0004591156,0.002417018,0.00005940329,0.0006423394,0.003403714],"genre_scores_gemma":[0.02637206,0.00001248641,0.9672864,0.001491673,0.0001017739,0.001894467,0.000326293,0.00001716632,0.002497674],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3377307,"threshold_uncertainty_score":0.9999657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08385905509849972,"score_gpt":0.3281380861003863,"score_spread":0.2442790310018865,"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."}}