{"id":"W25966650","doi":"","title":"2D similarity transformations on multi-touch surfaces","year":2011,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Stylus; Transformation (genetics); Computer science; Rotation (mathematics); Similarity (geometry); Object (grammar); Computer vision; Interface (matter); Artificial intelligence; Position (finance); Scaling; Orientation (vector space); Function (biology); Multi-touch; Mobile device; Mathematics; Image (mathematics); Geometry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000557892,0.00007393747,0.00006342317,0.00006816832,0.00009128652,0.00003316272,0.0003920489,0.00002390474,0.00021934],"category_scores_gemma":[0.00001275233,0.00005921731,0.00004553683,0.0001473924,0.00001039412,0.0005604617,0.00003615793,0.00007407651,0.001057041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001564273,"about_ca_system_score_gemma":0.00001452492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001067178,"about_ca_topic_score_gemma":0.00004711328,"domain_scores_codex":[0.999474,0.00002170052,0.00009643858,0.0001578652,0.00009521628,0.0001547995],"domain_scores_gemma":[0.9995934,0.00002836604,0.00001593788,0.0002165805,0.00007957841,0.00006617069],"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":[0.00008644193,0.001757124,0.003206282,0.00002211947,0.0001117587,0.00002369491,0.0653234,0.0002321156,0.05785948,0.832413,0.02934017,0.009624454],"study_design_scores_gemma":[0.0005979008,0.0005443688,0.17028,0.00002375105,0.000008207797,0.00000561765,0.0009127756,0.03079887,0.7862408,0.001261663,0.008863423,0.0004627279],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03902331,0.000002180658,0.8241399,0.0004666506,0.0002148432,0.0001234168,0.000004325136,0.00003154668,0.1359938],"genre_scores_gemma":[0.976393,0.000001808542,0.02057996,0.002366298,0.000006042855,0.00000685638,0.000001177984,0.000002673906,0.0006421486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9373697,"threshold_uncertainty_score":0.9997208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06291980216685969,"score_gpt":0.2799681806102114,"score_spread":0.2170483784433518,"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."}}