{"id":"W4205886377","doi":"10.1145/2010324.1964995","title":"Digital micrography","year":2011,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Micrography; Boundary (topology); Singularity; Process (computing); Digital image; Field (mathematics); Vector field; Image processing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000357936,0.0009644452,0.0005673073,0.00172057,0.000713211,0.002087963,0.001273027,0.0007224752,0.04125242],"category_scores_gemma":[0.001188102,0.000621745,0.0008488132,0.0009470657,0.0007089424,0.001571218,0.001647985,0.0009441008,0.01075147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007355732,"about_ca_system_score_gemma":0.000641252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009644511,"about_ca_topic_score_gemma":0.001813748,"domain_scores_codex":[0.9995827,0.0000285579,0.00002538084,0.0001003231,0.0002239293,0.00003918911],"domain_scores_gemma":[0.9995698,0.00009948071,0.00003488849,0.0001364245,0.0001247351,0.00003453313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002356622,0.00006805569,0.001170554,0.0008082788,0.00005367489,0.0003665586,0.0003806459,0.01507839,0.1066946,0.04749728,0.04463625,0.7830101],"study_design_scores_gemma":[0.0001202278,0.0003291525,0.00216922,0.0001776259,0.00007711801,0.002278788,0.0003252479,0.1824829,0.2150562,0.04295358,0.5538988,0.0001311977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006112746,0.0004502455,0.9654303,0.0002176149,0.000214293,0.0002076381,0.0005006205,0.008786075,0.01808055],"genre_scores_gemma":[0.05934249,0.0005465706,0.9186161,0.0001449528,0.00004749428,0.0001797751,0.001036224,0.00184469,0.01824172],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04125242,"threshold_uncertainty_score":0.1380032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03699203528963343,"score_gpt":0.262295609568799,"score_spread":0.2253035742791656,"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."}}