{"id":"W4309875322","doi":"10.1016/j.prro.2022.10.013","title":"ISRS Technical Guidelines for Stereotactic Radiosurgery: Treatment of Small Brain Metastases (≤1 cm in Diameter)","year":2022,"lang":"en","type":"review","venue":"Practical Radiation Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Novocure; Elekta","keywords":"Radiosurgery; Medicine; Medical physics; Cyberknife; Stereotactic radiotherapy; MEDLINE; Radiation treatment planning; Systematic review; Radiology; Radiation therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001957349,0.0005524016,0.003973365,0.0006903156,0.00006679697,0.00001671424,0.0001178712,0.0004307569,0.0008435209],"category_scores_gemma":[0.01381112,0.000412034,0.001231619,0.0005681241,0.0001111078,0.00008746096,0.00006252431,0.0003894597,0.00001733032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002465072,"about_ca_system_score_gemma":0.002499669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009306314,"about_ca_topic_score_gemma":0.00006145811,"domain_scores_codex":[0.9947728,0.001633188,0.002043536,0.000745969,0.0003185626,0.0004859815],"domain_scores_gemma":[0.9764605,0.02129159,0.00124732,0.0006079259,0.0001389754,0.0002536746],"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":[0.0003951292,0.003449973,0.00003672145,0.002166535,0.001062928,0.0004399617,0.00002817521,0.000003262896,9.764506e-7,0.0007868074,0.005391055,0.9862385],"study_design_scores_gemma":[0.003568732,0.006896613,0.00003150044,0.0004133464,0.005930676,0.001207298,0.00003950241,0.00006691095,0.000003445315,0.00007696306,0.9814987,0.0002663119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002016278,0.9815004,0.00106549,0.01128438,0.0005107709,0.004713906,0.0005827407,0.00005087302,0.0002713042],"genre_scores_gemma":[0.00001565221,0.9495023,0.04401889,0.0007649733,0.0002983243,0.003356333,0.001768245,0.00008764808,0.000187613],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9859722,"threshold_uncertainty_score":0.9998332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3451201783243576,"score_gpt":0.5212616847527022,"score_spread":0.1761415064283446,"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."}}