{"id":"W2198962858","doi":"10.1016/j.prro.2015.06.003","title":"Choosing Wisely? “It’s Complicated!”","year":2015,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Medicine; Headaches; Vomiting; Nausea; Craniotomy; Ataxia; Vertigo; Surgery; Lesion; Metastasis; Cancer; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004761803,0.00009054582,0.0002386304,0.00005845503,0.00004502883,0.00001467579,0.00002806482,0.00008592347,0.0003033235],"category_scores_gemma":[0.001462804,0.00007489929,0.0000502847,0.0001302417,0.00005971547,0.000111511,0.00002116357,0.0001994719,0.0008202569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004351703,"about_ca_system_score_gemma":0.0005024121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000321289,"about_ca_topic_score_gemma":0.000004851299,"domain_scores_codex":[0.9990168,0.000178603,0.0002196373,0.0001984748,0.0001907047,0.0001957697],"domain_scores_gemma":[0.9987642,0.0004466126,0.0001042663,0.0001779079,0.0001293381,0.0003776777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002363533,0.005643768,0.02363204,0.00004564425,0.0006384923,0.001550895,0.001026617,0.0001387967,0.0005962722,0.04684265,0.5584339,0.3590874],"study_design_scores_gemma":[0.00358257,0.001244425,0.01072114,0.000006428179,0.0002095087,0.0009465848,0.0001963478,0.001666247,0.0002193683,0.0009569371,0.9801681,0.00008236352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05207715,0.000817081,0.02317941,0.7335497,0.001171262,0.001258316,0.00001618529,0.0002730931,0.1876578],"genre_scores_gemma":[0.9657049,0.00006772314,0.0227157,0.01069168,0.0003076969,0.00003996359,0.00008276296,0.00001524424,0.0003743244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9136277,"threshold_uncertainty_score":0.9999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1905124302646052,"score_gpt":0.4811793252184927,"score_spread":0.2906668949538875,"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."}}