{"id":"W7116156180","doi":"10.82417/7ace-4k33","title":"Least-squares reconstruction of a 3D potential from its measured spatial velocity field","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Hypersurface; Function (biology); Set (abstract data type); Potential field; Field (mathematics); Vector field; Synthetic data; Iterative reconstruction","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":[0.0004826574,0.0007053797,0.0004868539,0.0007207519,0.0003167931,0.0009594648,0.0006579219,0.0007379836,0.003108479],"category_scores_gemma":[0.001576785,0.0005054228,0.0005391,0.0006013683,0.0005759156,0.0009542075,0.0008091716,0.000844999,0.001867777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003502609,"about_ca_system_score_gemma":0.001015541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001664726,"about_ca_topic_score_gemma":0.00261033,"domain_scores_codex":[0.9996675,0.00005735282,0.0000164763,0.00007196743,0.0001682356,0.00001844158],"domain_scores_gemma":[0.9996642,0.0001266966,0.00003864504,0.00006882676,0.00008293657,0.00001876408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001557353,0.00007244925,0.001379682,0.0003748811,0.0001098685,0.0002433968,0.0001990831,0.2522877,0.1289547,0.04327608,0.008340011,0.5646064],"study_design_scores_gemma":[0.00001687339,0.00003035803,0.0006331054,0.00002206341,0.000009559105,0.0002800232,0.00004734255,0.9402066,0.03693368,0.01067286,0.01110643,0.00004120326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002798391,0.00006408782,0.9956533,0.00006428069,0.0000231066,0.00001309109,0.00006753696,0.000496596,0.0008195722],"genre_scores_gemma":[0.0718825,0.0002230796,0.9237435,0.0000651619,0.0000306789,0.00005645803,0.000495173,0.0003261714,0.003177305],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003108479,"threshold_uncertainty_score":0.01039886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01213225537889656,"score_gpt":0.2374073399870558,"score_spread":0.2252750846081593,"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."}}