{"id":"W2611009552","doi":"10.3747/co.24.3420","title":"Comparative Survival in Patients with Brain Metastases from Non-small-Cell Lung Cancer Treated before and after Implementation of Radiosurgery","year":2017,"lang":"en","type":"article","venue":"Current Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"International Association for the Study of Lung Cancer","keywords":"Medicine; Radiosurgery; Cohort; Brain metastasis; Lung cancer; Retrospective cohort study; Oncology; Radiation therapy; Internal medicine; Metastasis; Univariate analysis; Multivariate analysis; Cancer; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006432058,0.0001936856,0.0005120905,0.0009267459,0.0003645114,0.0004791648,0.0002963736,0.0005131977,0.0008291198],"category_scores_gemma":[0.001971073,0.0001373726,0.0007381021,0.000777145,0.000290462,0.0004803126,0.0003610417,0.0004289217,0.0001565792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005447421,"about_ca_system_score_gemma":0.0003610154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003251652,"about_ca_topic_score_gemma":0.003755255,"domain_scores_codex":[0.9995963,0.00008675585,0.00005736126,0.00009623597,0.00006861212,0.00009473883],"domain_scores_gemma":[0.9984478,0.0004343992,0.0006315476,0.00006414713,0.0001608866,0.0002612202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000782221,0.00003481929,0.9967856,0.00001689999,0.0001221713,0.000176777,0.00008066173,0.00007779144,0.0003015686,0.000008969965,0.0000518258,0.001560626],"study_design_scores_gemma":[0.00002055975,0.0006798022,0.9983308,0.000006103915,0.0000859514,0.0004199997,0.0001106852,0.0001058072,0.0001077819,0.0000104944,0.0001170312,0.000004976894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993399,0.0003330202,0.00002050018,0.00001136702,0.000004272496,0.000004081708,0.0001572089,0.000001340529,0.0001282815],"genre_scores_gemma":[0.999249,0.000113876,0.00001886025,0.0000128793,0.00001053731,0.000006751311,0.0005429357,9.484493e-7,0.00004424218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003251652,"threshold_uncertainty_score":0.006465435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05327072775497067,"score_gpt":0.3974539155491337,"score_spread":0.344183187794163,"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."}}