{"id":"W2963492452","doi":"10.20382/jocg.v11i2a2","title":"Exact computation of the matching distance on 2-parameter persistence modules","year":2020,"lang":"en","type":"article","venue":"Journal of Computational Geometry (Carleton University)","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Austrian Science Fund","keywords":"Persistence (discontinuity); Computation; Computer science; Matching (statistics); Algorithm; Mathematics; Statistics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007769957,0.0004421218,0.0006677627,0.001592995,0.0004273822,0.001558759,0.0009310113,0.0006383647,0.004309189],"category_scores_gemma":[0.005040572,0.0002555224,0.0003325386,0.001072647,0.0009494455,0.005047231,0.002227995,0.0008622404,0.0006969084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008636647,"about_ca_system_score_gemma":0.000445242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004095917,"about_ca_topic_score_gemma":0.0005286743,"domain_scores_codex":[0.999459,0.00009861769,0.00003608673,0.0001427127,0.000176317,0.00008723522],"domain_scores_gemma":[0.9985908,0.0005876166,0.0002055457,0.0003083797,0.0001750929,0.0001325338],"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":[0.0003043787,0.0001097453,0.005485358,0.0003018579,0.00005727013,0.0002930522,0.0004055528,0.1153966,0.01675232,0.7470638,0.002483922,0.1113461],"study_design_scores_gemma":[0.00002428742,0.00009769535,0.001531927,0.00002091619,0.00001170107,0.0001631718,0.0001042275,0.4761201,0.006809817,0.5122952,0.002786221,0.00003463745],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4018455,0.0002927191,0.5909354,0.0001376162,0.00002680599,0.00004676609,0.0003332427,0.0006296978,0.00575224],"genre_scores_gemma":[0.9209528,0.0001081529,0.07615606,0.0000314443,0.00002661282,0.00005589382,0.0003526425,0.000141033,0.0021754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004309189,"threshold_uncertainty_score":0.01441562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02491083856105914,"score_gpt":0.2164718685251791,"score_spread":0.19156102996412,"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."}}