{"id":"W3089598160","doi":"10.1145/3263961","title":"Session details: Geometry & topology","year":2013,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Session (web analytics); Topology (electrical circuits); Computer science; Geometry; Geometry and topology; Computer graphics (images); Mathematics; Combinatorics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001022773,0.001690139,0.002846662,0.001170561,0.00269399,0.006116406,0.001786045,0.003291527,0.8915867],"category_scores_gemma":[0.002777057,0.0004238763,0.001476681,0.002366046,0.0006288859,0.003137882,0.003212051,0.00312767,0.7680848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081839,"about_ca_system_score_gemma":0.001498539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470586,"about_ca_topic_score_gemma":0.003686471,"domain_scores_codex":[0.9994664,0.00007568233,0.00002245095,0.0001460083,0.000191183,0.00009832898],"domain_scores_gemma":[0.99763,0.0004809617,0.00004383499,0.0004510278,0.0004142165,0.000979892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001205934,0.00006799727,0.00008256729,0.0001709006,0.000007682547,0.00004483984,0.00003293273,0.00009934596,0.0007585539,0.003326371,0.962472,0.03281624],"study_design_scores_gemma":[0.00003945107,0.00006269726,0.0003289309,0.00005418219,0.000009424868,0.00008723418,0.00005014108,0.0002930305,0.0003928283,0.00294157,0.9957301,0.00001044855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001391707,0.003065869,0.009588394,0.01187463,0.03046005,0.0004928065,0.02399215,0.005494148,0.9136403],"genre_scores_gemma":[0.0108238,0.00341083,0.003300383,0.0008978939,0.004543692,0.0001956915,0.009740469,0.001730355,0.9653569],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1084133,"threshold_uncertainty_score":0.1546384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02977479253333075,"score_gpt":0.2697010426265424,"score_spread":0.2399262500932117,"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."}}