{"id":"W4407872229","doi":"10.2139/ssrn.5129025","title":"The Theoretical Framework and Applications of Multidimensional Time Geometry","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Mathematics and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Geometry; Computer science; Mathematics","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002399105,0.0002229647,0.0003719919,0.0001137247,0.000408202,0.00005840862,0.0005259282,0.0002821616,0.00005380519],"category_scores_gemma":[0.0005624924,0.0001513923,0.0001840373,0.0001814892,0.0003317854,0.00001611403,0.0004912699,0.003359733,0.000009899188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001755307,"about_ca_system_score_gemma":0.001416416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002900768,"about_ca_topic_score_gemma":0.000007411245,"domain_scores_codex":[0.9978089,0.00009258479,0.0006177527,0.000247797,0.0003444598,0.0008884877],"domain_scores_gemma":[0.9961014,0.002488047,0.0004879208,0.0006302693,0.000219882,0.00007247838],"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":[0.000007868091,0.0001043961,0.00001129267,0.000088627,0.0002301458,9.590347e-8,0.00006608861,0.000006000815,0.00001801567,0.9935225,0.0005517258,0.005393207],"study_design_scores_gemma":[0.0001093675,0.00002343014,0.000006332406,0.0001723547,0.0001581095,0.0000449645,0.0002185786,0.001064791,0.00003795747,0.9952022,0.002828889,0.0001330609],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02148504,0.00816646,0.958331,0.004089987,0.0001449414,0.001731913,0.0001184427,0.00007889556,0.005853315],"genre_scores_gemma":[0.7448706,0.03978183,0.1919776,0.0002348026,0.001675545,0.001192263,0.00005299305,0.0001933639,0.020021],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7663534,"threshold_uncertainty_score":0.9989396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008710591509159307,"score_gpt":0.3021879648075977,"score_spread":0.2934773732984384,"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."}}