{"id":"W4289878555","doi":"10.1093/noajnl/vdac078.065","title":"MMAP-09 CHARACTERISTICS CORRELATING WITH SURVIVAL IN PATIENTS TREATED FOR LARGE BRAIN METASTASES","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Radiosurgery; Internal medicine; Multivariate analysis; Prospective cohort study; Urology; Gastroenterology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003294707,0.0000995985,0.0002603917,0.0003874337,0.0001912523,0.0003731844,0.0002315833,0.0002366738,0.002806854],"category_scores_gemma":[0.001512811,0.00008144357,0.0003182385,0.0007035751,0.0001689848,0.0002459166,0.0002531291,0.0003489241,0.0002410018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000225246,"about_ca_system_score_gemma":0.000265184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117684,"about_ca_topic_score_gemma":0.001677066,"domain_scores_codex":[0.9997985,0.00004864104,0.00002690546,0.00005132003,0.00003886406,0.00003575356],"domain_scores_gemma":[0.9989831,0.0001922747,0.0005802491,0.00004981411,0.00004320708,0.0001514238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001331486,0.00001248798,0.9975652,0.000007896503,0.00002939492,0.00005504545,0.000007435587,0.00010725,0.0002350296,0.00002309523,0.0001649755,0.001659117],"study_design_scores_gemma":[0.00000938884,0.00009041814,0.9986754,0.000003347707,0.0000228457,0.0003797777,0.00003142549,0.0003039336,0.00009451435,0.00005036287,0.0003366107,0.000002005132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982569,0.0002870323,0.0001584063,0.00006956047,0.000007335899,0.000006732692,0.0007322469,0.000004598769,0.0004772314],"genre_scores_gemma":[0.9992093,0.00004622603,0.00006888972,0.00002391191,0.00001478813,0.000007230698,0.000543823,0.00000196863,0.0000838023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002806854,"threshold_uncertainty_score":0.009389818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647383269605376,"score_gpt":0.2954757511152501,"score_spread":0.2790019184191963,"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."}}