{"id":"W4405316672","doi":"10.7759/cureus.75600","title":"Synaptive Magnetic Resonance Imaging for Stereotactic Radiosurgery","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiosurgery; Magnetic resonance imaging; Medical physics; Imaging phantom; Image quality; Quality assurance; Medical imaging; Radiology; Context (archaeology); Nuclear medicine; Computer science; Radiation therapy; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009066957,0.0006323722,0.0002729998,0.001009489,0.000229725,0.0009428459,0.0009753058,0.0006571314,0.01586798],"category_scores_gemma":[0.001830857,0.0003196973,0.0002629654,0.0005450402,0.0005039551,0.0008233442,0.0009428508,0.0008414356,0.006135155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008726581,"about_ca_system_score_gemma":0.001266533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002703704,"about_ca_topic_score_gemma":0.004936097,"domain_scores_codex":[0.999467,0.00009926275,0.0000392462,0.00008490603,0.0002743596,0.00003527996],"domain_scores_gemma":[0.9992608,0.000193747,0.0001022193,0.00008807954,0.0002935122,0.00006162716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005671403,0.0001113239,0.00455523,0.002031205,0.00005719115,0.001555139,0.0002321631,0.002407942,0.133377,0.01504477,0.06864444,0.7714165],"study_design_scores_gemma":[0.00008840441,0.0006549177,0.0140936,0.001473183,0.0001565825,0.02374423,0.0001609922,0.01322204,0.09936954,0.006814406,0.8400702,0.0001518828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04709899,0.08697721,0.6192918,0.008064964,0.002718246,0.001424031,0.004042599,0.0204268,0.2099553],"genre_scores_gemma":[0.4058073,0.03696505,0.4896218,0.006972665,0.001663105,0.001036986,0.005600499,0.002503623,0.04982891],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01586798,"threshold_uncertainty_score":0.05308366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838729814054745,"score_gpt":0.2857700493838499,"score_spread":0.2673827512433025,"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."}}