{"id":"W4400907182","doi":"10.1007/978-3-031-66955-2_4","title":"Learning-Based MRI Response Predictions from OCT Microvascular Models to Replace Simulation-Based Frameworks","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Optical Coherence Tomography Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Artificial intelligence; Computer graphics (images)","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":[0.0006192456,0.000663006,0.0005773996,0.0003102979,0.000153069,0.0008337581,0.0009627197,0.0008553117,0.002010788],"category_scores_gemma":[0.002022131,0.0004068796,0.0006174145,0.000311918,0.0003323751,0.0009765546,0.0005216544,0.001041684,0.000794051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000542445,"about_ca_system_score_gemma":0.0006088777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004443175,"about_ca_topic_score_gemma":0.004258219,"domain_scores_codex":[0.999862,0.00003803924,0.000007741951,0.00003511686,0.00004098704,0.00001616639],"domain_scores_gemma":[0.9993999,0.0003266428,0.00005794439,0.00007409024,0.0001125256,0.0000288507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001004896,0.00006586858,0.0004138009,0.00006746754,0.00004013615,0.00006593188,0.00002237888,0.9127263,0.009325503,0.00476237,0.001526365,0.0708834],"study_design_scores_gemma":[0.000001481599,0.000007443652,0.00002877472,0.000003252399,0.000003201063,0.000008518738,0.000001335021,0.9977342,0.001093157,0.0008921392,0.0002240284,0.000002463069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03569157,0.0005257466,0.9579162,0.0003627467,0.0001161956,0.00004325059,0.0002547339,0.00188613,0.003203412],"genre_scores_gemma":[0.7918091,0.0009773271,0.1995054,0.0003026583,0.0001026827,0.0001036851,0.000642888,0.0005815264,0.005974665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004443175,"threshold_uncertainty_score":0.0088346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156294674825459,"score_gpt":0.2376135974953762,"score_spread":0.2260506507471216,"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."}}