{"id":"W4396892769","doi":"10.1145/3651144","title":"On Reporting Durable Patterns in Temporal Proximity Graphs","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ACM on Management of Data","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","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":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.002499079,0.0001349694,0.0001933129,0.0003238796,0.00005969501,0.0001160128,0.008567345,0.00002789258,0.000004536838],"category_scores_gemma":[0.0007345018,0.000096232,0.00006231999,0.001174153,0.00006573793,0.001304128,0.008387004,0.0002601953,0.000004855518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003236486,"about_ca_system_score_gemma":0.0000137957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001706558,"about_ca_topic_score_gemma":0.000002242875,"domain_scores_codex":[0.9977114,0.0000137529,0.0006148742,0.0006668103,0.0007168595,0.0002763511],"domain_scores_gemma":[0.9971404,0.00009676366,0.0004688462,0.002197433,0.00006305445,0.00003348528],"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":[0.00006203659,0.0002575031,0.03174263,0.002303507,0.0001055475,0.00003263798,0.0001849342,0.00003503736,0.001196275,0.9347934,0.003966375,0.02532013],"study_design_scores_gemma":[0.0003648966,0.0002239285,0.01930751,0.002907885,0.00002180671,0.00000579068,0.000281638,0.008997332,0.01145753,0.9554198,0.0007679996,0.000243933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793416,0.0001126869,0.002607276,0.006331898,0.000304946,0.001265344,0.00005119488,0.0001911084,0.009793964],"genre_scores_gemma":[0.98228,0.00004923662,0.01724398,0.00005041942,0.000009016332,0.00002116717,0.000004994869,0.00001304247,0.000328151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0250762,"threshold_uncertainty_score":0.999633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08898262796644435,"score_gpt":0.3509226316586121,"score_spread":0.2619400036921677,"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."}}