{"id":"W4393480252","doi":"10.3390/curroncol31040142","title":"Radiological and Not Clinical Variables Guide the Surgical Plan in Patients with Glioblastoma","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Logistic regression; Glioblastoma; Biopsy; Corpus callosum; Magnetic resonance imaging; Multivariate analysis; Radiology; Statistical significance; Proportional hazards model; Brain tumor; Oncology; Internal medicine; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005944513,0.0002274034,0.0002237092,0.0004814299,0.0002022875,0.0003674323,0.0002522036,0.0003687893,0.001458135],"category_scores_gemma":[0.005288102,0.0001231025,0.0002174047,0.0005404755,0.0002759231,0.0003439655,0.0001808671,0.0004120707,0.000359201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001934034,"about_ca_system_score_gemma":0.0003998009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055579,"about_ca_topic_score_gemma":0.001933224,"domain_scores_codex":[0.999768,0.00008863772,0.00003472904,0.00002508817,0.00004531898,0.00003838733],"domain_scores_gemma":[0.997659,0.0009762228,0.0008928728,0.00006907286,0.0002076343,0.0001951669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008992943,0.00001120452,0.9968076,0.0000107315,0.00001302153,0.0002175972,0.00001464701,0.00009586084,0.0001102416,0.000009499468,0.0001196006,0.002500217],"study_design_scores_gemma":[0.00001227419,0.0001302093,0.9950116,0.00003071527,0.00005655644,0.002479994,0.0002157412,0.001157504,0.0002425671,0.000143835,0.0005117022,0.000007388921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997155,0.00141005,0.0002823743,0.0003312498,0.00002179593,0.000008015829,0.0001286055,0.000005610935,0.0006574346],"genre_scores_gemma":[0.9993439,0.00025268,0.0001780548,0.00003557114,0.00002179105,0.00000356709,0.0001099697,0.00000209844,0.00005229786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001458135,"threshold_uncertainty_score":0.004877985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08295298966266823,"score_gpt":0.4072826318232336,"score_spread":0.3243296421605654,"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."}}