{"id":"W4414792454","doi":"10.1093/neuonc/noaf193.186","title":"P03.27.B FLUID-SUPPRESSED APTW IMAGING BEFORE AND AFTER SURGERY IN GLIOBLASTOMA: A PROOF-OF-CONCEPT FOR DETECTING INFILTRATIVE AND RESIDUAL TUMOR BEYOND CONTRAST ENHANCEMENT","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Glioblastoma; Brain tumor; Magnetic resonance imaging; Contrast enhancement; Neuroimaging; Resection; Medical imaging","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":[0.0007047682,0.0003077674,0.0001949536,0.0002407549,0.0001387057,0.0002497571,0.0003792896,0.0004689003,0.001727891],"category_scores_gemma":[0.0004258263,0.0001621214,0.0001985924,0.000121426,0.0002897849,0.0002623078,0.0002037393,0.0003753763,0.000586217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001350167,"about_ca_system_score_gemma":0.000392273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004083511,"about_ca_topic_score_gemma":0.0002381881,"domain_scores_codex":[0.9999171,0.00001868179,0.000004753856,0.00001700902,0.00002680671,0.00001560627],"domain_scores_gemma":[0.9998017,0.00003458278,0.00004162049,0.00001868615,0.00005997753,0.00004354778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008384213,0.0001930087,0.0007731467,0.00009059449,0.00001233062,0.0004469418,0.00003117966,0.0001868863,0.9822881,0.0001396442,0.0004790552,0.01452067],"study_design_scores_gemma":[0.0002856856,0.00447395,0.009878331,0.00002444904,0.00007151517,0.003478979,0.0000375612,0.008192974,0.9686714,0.0001953395,0.00466699,0.00002290178],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9231435,0.001990018,0.06908534,0.0004393608,0.0001819311,0.000367846,0.0006415375,0.0008309075,0.003319559],"genre_scores_gemma":[0.9366829,0.0008775365,0.05878865,0.0002493893,0.00005913293,0.000327742,0.000723833,0.0001809168,0.002109858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001727891,"threshold_uncertainty_score":0.005780339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115026256352852,"score_gpt":0.3061267638836265,"score_spread":0.2946241382483413,"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."}}