{"id":"W2594550289","doi":"10.1145/3038462.3038472","title":"EulerianGrapher","year":2017,"lang":"en","type":"article","venue":"","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","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":[0.0000754413,0.00003016567,0.0000496317,0.00004042887,0.0002099288,0.0003512811,0.001419014,0.00001510659,0.0004688944],"category_scores_gemma":[0.00007414544,0.0000187291,0.0000385517,0.0001149422,0.00003330049,0.000395247,0.0003618564,0.00002075467,0.000412841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001386224,"about_ca_system_score_gemma":0.000002834091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009927617,"about_ca_topic_score_gemma":0.00001021506,"domain_scores_codex":[0.9996564,0.000005153734,0.00004372438,0.0001330263,0.0000734127,0.0000883319],"domain_scores_gemma":[0.9990441,0.00001122733,0.00003043286,0.000859598,0.0000137143,0.00004094068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[2.510308e-7,0.0000187534,0.0077876,3.213873e-7,0.00001116668,0.000009921901,0.000006075166,5.812355e-7,0.00003043741,0.7981865,0.01043238,0.183516],"study_design_scores_gemma":[0.0002311862,0.00004741536,0.5442978,0.000001411998,0.000007202235,0.000005021306,0.000007274024,0.004413251,0.0007479267,0.09002674,0.3599846,0.0002301174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003990403,0.0000293226,0.7089859,0.005769813,0.0001667845,0.00001621843,8.534193e-7,0.0001012719,0.2809395],"genre_scores_gemma":[0.9604009,0.000008036956,0.02996933,0.0004160042,0.00002670289,0.000001194576,3.85115e-7,6.495923e-7,0.009176821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9564105,"threshold_uncertainty_score":0.5306373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418900718392285,"score_gpt":0.2718810142192168,"score_spread":0.2476920070352939,"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."}}