{"id":"W2811499654","doi":"10.1145/3197517.3201314","title":"StrokeAggregator","year":2018,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sketch; Computer science; Cluster analysis; Pairwise comparison; Aggregate (composite); Perception; Computer graphics (images); Artificial intelligence; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001739609,0.0001424291,0.0001114988,0.0004462425,0.0003499491,0.0001517786,0.001214896,0.00008821861,0.00003464259],"category_scores_gemma":[0.00001371137,0.0001392246,0.0001227443,0.001244326,0.0001287739,0.000316949,0.00002396251,0.0001786673,0.00004277397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001298523,"about_ca_system_score_gemma":0.00004087416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009940289,"about_ca_topic_score_gemma":0.00001574663,"domain_scores_codex":[0.9989161,0.00004541603,0.0001961738,0.0003595179,0.0002666616,0.000216061],"domain_scores_gemma":[0.9983448,0.00008457155,0.00005679978,0.001211065,0.0001968856,0.0001059038],"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":[0.000003960123,0.0001268668,0.00007635035,0.000003935581,0.00002374236,0.000002091421,0.0001636617,0.000001365756,0.00004692492,0.9541105,0.0005972293,0.04484336],"study_design_scores_gemma":[0.0009511039,0.00233954,0.003526025,0.0001128375,0.00003676181,0.0000502679,0.0000283437,0.1536497,0.08803312,0.6484972,0.1016616,0.001113498],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003041284,0.00002011844,0.9945941,0.0005886973,0.0004295249,0.0001136238,0.000005012218,0.0007623571,0.0004452997],"genre_scores_gemma":[0.9526411,0.0001151894,0.04513482,0.001910651,0.00007829956,0.00002314335,0.000001294376,0.00001414357,0.00008139711],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9495998,"threshold_uncertainty_score":0.5677415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02607676232239094,"score_gpt":0.2947656072120313,"score_spread":0.2686888448896404,"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."}}