{"id":"W2081808639","doi":"10.1145/2766948","title":"SecondSkin","year":2015,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sketch; Computer science; Set (abstract data type); Context (archaeology); Surface (topology); Artificial intelligence; Geometry; Geometric modeling; Computer graphics (images); Algorithm; Mathematics; Geology","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":[0.0002770013,0.0001330737,0.0001147353,0.0004363561,0.000136982,0.0001481185,0.001085107,0.00008555944,0.00001178038],"category_scores_gemma":[0.00001723482,0.0001318693,0.0001056491,0.001160991,0.00004399554,0.0003646914,0.00002275032,0.0002059585,0.00002569532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001963868,"about_ca_system_score_gemma":0.0000706288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001731089,"about_ca_topic_score_gemma":0.00002007987,"domain_scores_codex":[0.9989639,0.00005515277,0.0001906025,0.0003083663,0.0002969115,0.0001850657],"domain_scores_gemma":[0.9985027,0.00007426261,0.00004792643,0.001033381,0.0001692118,0.000172479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004104921,0.0001765019,0.000100777,0.000004764188,0.0000225893,0.000005856362,0.0004579926,0.00005012139,0.00001143964,0.9666192,0.002514209,0.03003243],"study_design_scores_gemma":[0.000980842,0.0007887845,0.0008760175,0.0000391326,0.00001913731,0.00005486642,0.00005386145,0.1389671,0.008956688,0.7533017,0.09524579,0.0007160989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001512102,0.0000400865,0.9956183,0.0009486956,0.0004177616,0.0001045389,0.000003744122,0.0006943989,0.000660396],"genre_scores_gemma":[0.9548718,0.00009111198,0.04250362,0.002321948,0.00003206359,0.00003397961,0.000003142233,0.00001586989,0.0001264794],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9533597,"threshold_uncertainty_score":0.5377473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05177578471137209,"score_gpt":0.3028403244809375,"score_spread":0.2510645397695654,"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."}}