{"id":"W4379376554","doi":"10.1111/1754-9485.13545","title":"Real‐world data on patterns and outcomes of radiation therapy for brain metastases in a population‐based cohort of lung cancer patients in Victoria","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Imaging and Radiation Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Avant Foundation; State Government of Victoria; Monash University","keywords":"Medicine; Cohort; Radiation therapy; Radiosurgery; Lung cancer; Multivariate analysis; Internal medicine; Population; Cancer; Cancer registry; Stereotactic radiation therapy; Surgery; Oncology","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":[],"consensus_categories":[],"category_scores_codex":[0.001719535,0.00007763594,0.0004839575,0.0005304932,0.00001610728,0.00000411781,0.00005953906,0.0000409588,0.00001898675],"category_scores_gemma":[0.0007183766,0.00005459984,0.00003856264,0.000222456,0.0000375461,0.00007346342,0.0000156831,0.0001181563,4.122424e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294329,"about_ca_system_score_gemma":0.0002074345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716101,"about_ca_topic_score_gemma":0.000693072,"domain_scores_codex":[0.9986339,0.000194298,0.0005856304,0.0001250447,0.0003554233,0.0001056553],"domain_scores_gemma":[0.9981697,0.001129338,0.0004577228,0.00009334772,0.0000616688,0.00008818263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002756912,0.0003144541,0.8475806,0.00005343607,0.00009971218,0.00001415865,0.0001191339,0.00003652631,0.00000695851,0.00003148338,0.001009803,0.150458],"study_design_scores_gemma":[0.00990251,0.0004221789,0.9754655,0.0001539074,0.00009309364,0.000002657266,0.00004006539,0.01291837,0.00002945017,0.00002832973,0.0009055984,0.00003831112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834766,0.0004190003,0.00007972035,0.01531678,0.0002483031,0.0003233387,0.0001293876,0.000003245734,0.000003596036],"genre_scores_gemma":[0.9955126,0.003307818,0.0002051565,0.0005813628,0.00008493428,0.00001278833,0.0002828476,0.000007965878,0.00000454792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1504197,"threshold_uncertainty_score":0.2594242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02879576247951262,"score_gpt":0.4116947044669979,"score_spread":0.3828989419874853,"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."}}