{"id":"W4403494985","doi":"10.4236/jamp.2024.1210200","title":"Advancements in Time Modeling: Relationalism, Divisional Structures, and Geometry","year":2024,"lang":"en","type":"article","venue":"Journal of Applied Mathematics and Physics","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Milton District Hospital","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002994534,0.0008689604,0.0006310245,0.001960804,0.001622613,0.005787562,0.001730817,0.001311181,0.003952925],"category_scores_gemma":[0.004310793,0.0003375199,0.001373702,0.002758456,0.01166657,0.01490422,0.002999083,0.003683209,0.0009090131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004682498,"about_ca_system_score_gemma":0.001548094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004778893,"about_ca_topic_score_gemma":0.002530947,"domain_scores_codex":[0.9979635,0.0008423698,0.0001480554,0.0004543895,0.0004725458,0.0001191192],"domain_scores_gemma":[0.9981614,0.000706933,0.0002497278,0.0005363056,0.0002016397,0.0001439664],"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":[0.000002558531,0.000001503328,0.00003906158,0.000009755378,0.000001439561,0.000007577417,0.0002498948,0.0006039974,0.00004266208,0.9962329,0.0002243701,0.002584253],"study_design_scores_gemma":[0.000002987524,0.00001234971,0.00009693218,0.00004132702,0.000005178156,0.00003955602,0.0002285147,0.005747798,0.0001527344,0.9570355,0.03662684,0.00001029004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02047898,0.01535227,0.8582903,0.01089091,0.00100651,0.00005160229,0.0002980194,0.0003225792,0.09330885],"genre_scores_gemma":[0.643995,0.01901473,0.3115171,0.001623003,0.002944421,0.0002258075,0.0004925889,0.0004732101,0.01971412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005787562,"threshold_uncertainty_score":0.03397405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967041522514762,"score_gpt":0.2886466696220689,"score_spread":0.2689762543969212,"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."}}