{"id":"W7030030815","doi":"","title":"Mean Surface and Volume Particle Tensors under Restricted L-isotropy and Associated Ellipsoids","year":2023,"lang":"en","type":"article","venue":"","topic":"Geometric Analysis and Curvature Flows","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Ellipsoid; Surface (topology); Particle (ecology); Volume (thermodynamics); Feature (linguistics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0004050102,0.0001470997,0.0002918209,0.0001083269,0.000136101,0.00009077484,0.00007570512,0.0001208875,0.0001773754],"category_scores_gemma":[0.0005479064,0.0001154937,0.00005501472,0.001916909,0.00005363278,0.0000972895,0.00008225733,0.0001335153,0.00009562785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002452128,"about_ca_system_score_gemma":0.00001474604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001046712,"about_ca_topic_score_gemma":0.0001182569,"domain_scores_codex":[0.9987667,0.00008891348,0.0002619517,0.0002741968,0.0002827394,0.0003254942],"domain_scores_gemma":[0.999099,0.0003597788,0.00008154987,0.0002182746,0.0001044857,0.0001369144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007417893,0.0007145313,0.5479012,0.0001493907,0.00168379,0.00008275201,0.003286206,0.002147143,0.005698784,0.1327631,0.3022029,0.003296115],"study_design_scores_gemma":[0.002567219,0.0002998299,0.6955527,0.00004310997,0.000689102,0.00001058127,0.007624974,0.2173244,0.0005088776,0.06923566,0.00517395,0.0009696024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970239,0.0001349886,0.0005774039,0.0009848168,0.00002940312,0.0001124253,0.000005580267,0.0002828834,0.000848582],"genre_scores_gemma":[0.9718155,0.0001517237,0.001054271,0.00006547809,0.00001910153,0.000002635257,0.00001031965,0.00002179677,0.02685921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2970289,"threshold_uncertainty_score":0.4709698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04282493345277259,"score_gpt":0.2809084525436057,"score_spread":0.2380835190908331,"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."}}