{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01388701,0.0009606261,0.001266234,0.001375024,0.008036722,0.008745343,0.002116467,0.009415733,0.0299288],"category_scores_gemma":[0.07251404,0.0005962035,0.001286773,0.001166277,0.01570282,0.01609359,0.00613491,0.02956401,0.0119818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00442792,"about_ca_system_score_gemma":0.01073838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004062898,"about_ca_topic_score_gemma":0.01252979,"domain_scores_codex":[0.9844596,0.00994302,0.0005441876,0.0007049151,0.003102044,0.001246153],"domain_scores_gemma":[0.9718897,0.01025764,0.001706791,0.001359915,0.007303906,0.007482028],"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":[0.0000239636,0.0000510241,0.0009348943,0.0001703519,0.00003830782,0.0002328037,0.001504917,0.00006335269,0.0001112884,0.01719699,0.9286906,0.05098148],"study_design_scores_gemma":[0.00004909137,0.0000604725,0.0009950089,0.001680998,0.00005166556,0.002064532,0.01226921,0.0001283369,0.0001451828,0.103356,0.8790916,0.0001078755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007465156,0.006788244,0.001284706,0.9632481,0.0153926,0.00001119521,0.00002859847,0.00005417691,0.01244583],"genre_scores_gemma":[0.02569869,0.01283095,0.005370153,0.9142722,0.01813682,0.00009293883,0.00009628139,0.0002334961,0.02326844],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0299288,"threshold_uncertainty_score":0.1001218,"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."}}