{"id":"W4414808970","doi":"10.1007/978-3-032-06774-6_26","title":"SimCortex: Collision-Free Simultaneous Cortical Surfaces Reconstruction","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Surface (topology); Surface reconstruction; Diffeomorphism; Iterative reconstruction; Topology (electrical circuits); Current (fluid)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003873601,0.0003286121,0.00063288,0.0005919019,0.0001886295,0.000136925,0.0005312947,0.0002495371,0.00006065729],"category_scores_gemma":[0.00108668,0.0002674806,0.0001717808,0.000491204,0.0008942822,0.00008269234,0.0002919891,0.0008725109,0.00002296978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002204322,"about_ca_system_score_gemma":0.0005183119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003836129,"about_ca_topic_score_gemma":0.00004174609,"domain_scores_codex":[0.9975737,0.00002278918,0.000450414,0.0008964962,0.0007061838,0.0003504019],"domain_scores_gemma":[0.9974553,0.001039407,0.0001507393,0.0008437816,0.0003562702,0.0001545116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006879697,0.00004260048,0.001256627,0.0001288513,0.00006306801,0.0005672582,0.0001075517,0.04205917,0.0004664295,0.0004728048,0.0001347073,0.9546322],"study_design_scores_gemma":[0.0004962201,0.0002454263,0.0002322431,0.001944955,0.0002078415,0.0004861326,8.467308e-7,0.975988,0.001029668,0.01726179,0.001676252,0.0004306476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008232567,0.0008912799,0.9724526,0.002968116,0.001604879,0.0004181853,0.00001721203,0.0001624081,0.01325271],"genre_scores_gemma":[0.789746,0.0003560811,0.1949892,0.002338306,0.0007850555,0.000004276934,0.00002700618,0.00004731317,0.01170674],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9542015,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012007755659945,"score_gpt":0.2629469771016287,"score_spread":0.2528268995450293,"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."}}