{"id":"W1989898892","doi":"10.1016/j.clon.2014.11.001","title":"Estimating the Need for Palliative Radiotherapy for Brain Metastasis: A Benchmarking Approach","year":2014,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Radiation therapy; Cancer registry; Population; Socioeconomic status; Multivariate analysis; Cancer; Palliative care; Brain metastasis; Internal medicine; Metastasis; Environmental health; Nursing","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":[0.01618399,0.0007396152,0.001572682,0.004356773,0.0005990115,0.002662144,0.001790058,0.001467592,0.002687067],"category_scores_gemma":[0.05706351,0.0003066834,0.001285445,0.005629985,0.000646707,0.002011525,0.002023753,0.0008461645,0.0004001967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003161325,"about_ca_system_score_gemma":0.002817103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01183879,"about_ca_topic_score_gemma":0.008442205,"domain_scores_codex":[0.9845539,0.0106072,0.001222678,0.0008249387,0.002165441,0.0006258941],"domain_scores_gemma":[0.9736013,0.01617639,0.003195734,0.00128799,0.004788599,0.0009499087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001148362,0.0009482015,0.455502,0.0008301431,0.001463275,0.0003546448,0.0009978033,0.2611851,0.001214233,0.01171408,0.005530342,0.2591119],"study_design_scores_gemma":[0.0001485714,0.004810911,0.4401163,0.0006044469,0.0006853217,0.001038816,0.006029066,0.512988,0.002608129,0.01997426,0.01084207,0.0001541613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8513717,0.002615921,0.1046752,0.003377965,0.0001504355,0.001182748,0.007135245,0.0002945777,0.02919628],"genre_scores_gemma":[0.9725112,0.0006255767,0.02400692,0.0001494508,0.00003410024,0.0002701201,0.001983707,0.00003180454,0.0003871618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01618399,"threshold_uncertainty_score":0.08559012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1568788249832682,"score_gpt":0.4747409126977019,"score_spread":0.3178620877144337,"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."}}