{"id":"W2147920883","doi":"10.1186/1748-717x-8-158","title":"A multi-national report on methods for institutional credentialing for spine radiosurgery","year":2013,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Credentialing; Radiosurgery; Medicine; Medical physicist; Medical physics; Radiology; Medical education; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001547806,0.0001195822,0.0003109816,0.0002650695,0.0001217314,0.00001999242,0.00005353409,0.00009312981,0.0004104342],"category_scores_gemma":[0.004506159,0.0001162509,0.0001783139,0.000109243,0.00005129673,0.0001214584,0.00001079145,0.00006780355,0.00003491949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004042636,"about_ca_system_score_gemma":0.0006171271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009713725,"about_ca_topic_score_gemma":0.00000102139,"domain_scores_codex":[0.9986566,0.00009353882,0.000506723,0.000307033,0.0002299786,0.0002061506],"domain_scores_gemma":[0.9984335,0.0005658481,0.0002736411,0.000155813,0.000431421,0.000139805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001312388,0.003677723,0.002450125,0.000757876,0.001164943,0.00009757639,0.0002397345,0.002804517,0.01359787,0.05666773,0.2156061,0.7016234],"study_design_scores_gemma":[0.009327609,0.000593223,0.05163574,0.00003119004,0.0002891967,0.0001118276,0.00004197248,0.1719884,0.0006413059,0.00214821,0.7629917,0.0001996458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008666069,0.0001359901,0.9730873,0.01054984,0.00134466,0.003239411,0.00003317487,0.00007760119,0.002865924],"genre_scores_gemma":[0.05941756,0.00001935792,0.9261949,0.005545973,0.0007810639,0.002620892,0.001339862,0.00002893053,0.004051472],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7014237,"threshold_uncertainty_score":0.5394619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08893522786396268,"score_gpt":0.4722906787765405,"score_spread":0.3833554509125778,"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."}}