{"id":"W4413146703","doi":"10.1109/cvpr52734.2025.02635","title":"Latent Space Imaging","year":2025,"lang":"en","type":"article","venue":"","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Space (punctuation); Computer vision; Artificial intelligence","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":[0.0007312867,0.0008329402,0.0005257419,0.0008571486,0.0004736913,0.001843044,0.001136243,0.001096437,0.01157952],"category_scores_gemma":[0.002750804,0.0003884309,0.0007959817,0.0009331307,0.001101005,0.002380328,0.001852534,0.00179282,0.003495381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007066756,"about_ca_system_score_gemma":0.0008086783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009243041,"about_ca_topic_score_gemma":0.00117572,"domain_scores_codex":[0.9993914,0.0001566425,0.0000262755,0.0001605519,0.0001961401,0.00006888993],"domain_scores_gemma":[0.9989139,0.0003602099,0.0001280582,0.0003502535,0.0001815852,0.00006602694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003353665,0.0001533323,0.002407699,0.0004241937,0.0001453965,0.0003184073,0.0003391651,0.08186486,0.07974638,0.4352901,0.01720078,0.3817744],"study_design_scores_gemma":[0.00003637393,0.0001229291,0.001141152,0.00007169952,0.0000363094,0.0006465043,0.000120763,0.7641692,0.03312822,0.1653354,0.03511614,0.00007531817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00529078,0.0003698238,0.9866011,0.0003475172,0.00006705856,0.00003591667,0.0003828695,0.0007603737,0.006144668],"genre_scores_gemma":[0.3603615,0.00176369,0.6186883,0.0007463011,0.0002633913,0.0002824637,0.002105434,0.0007172833,0.01507181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01157952,"threshold_uncertainty_score":0.03873736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399160538250725,"score_gpt":0.336497674533798,"score_spread":0.3225060691512907,"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."}}