{"id":"W4302275502","doi":"10.5603/rpor.a2022.0058","title":"Radiosurgery for multiple brain metastases using volumetric modulated arc therapy: a single institutional series.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; McGill University Health Centre","funders":"","keywords":"Medicine; Radiosurgery; Brain metastasis; Toxicity; Neurocognitive; Stereotactic radiation therapy; Radiation therapy; Nuclear medicine; Radiology; Surgery; Internal medicine; Metastasis; Cancer","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":[0.0003163175,0.0007834698,0.0004407043,0.001215024,0.000748865,0.0005958484,0.0004923947,0.000462513,0.002114889],"category_scores_gemma":[0.001173119,0.0003541572,0.0007583004,0.001081921,0.0005632084,0.0003087982,0.0006037252,0.0004555949,0.0008716767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005839432,"about_ca_system_score_gemma":0.0007132663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001811707,"about_ca_topic_score_gemma":0.003075933,"domain_scores_codex":[0.9996213,0.0000579569,0.00006048241,0.00009302062,0.00009700502,0.00007020131],"domain_scores_gemma":[0.999236,0.0001100319,0.0003260981,0.00009935951,0.00005314975,0.0001753187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006556502,0.0007717664,0.8722109,0.0002791458,0.0004135366,0.06456263,0.0007791925,0.0006918369,0.005755636,0.0001259871,0.001850012,0.05190367],"study_design_scores_gemma":[0.0003054274,0.00399398,0.6668595,0.0001467287,0.0004887983,0.3138787,0.00116501,0.001309084,0.005069412,0.0002566193,0.006432112,0.0000946068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964522,0.001514254,0.000756582,0.00006743174,0.00002151802,0.00007239325,0.0001998316,0.00005725226,0.0008584442],"genre_scores_gemma":[0.9980102,0.0007010406,0.0003817003,0.00006368754,0.00005122848,0.0000431033,0.0003184994,0.00001861574,0.0004118396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002114889,"threshold_uncertainty_score":0.007075012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08864006852558041,"score_gpt":0.2558822395932456,"score_spread":0.1672421710676651,"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."}}