{"id":"W2122773879","doi":"10.1136/bmjopen-2013-003241","title":"A survey of radiation treatment planning peer-review activities in a provincial radiation oncology programme: current practice and future directions","year":2013,"lang":"en","type":"article","venue":"BMJ Open","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Credit Valley Hospital; Princess Margaret Cancer Centre; Kingston General Hospital; Cancer Care Ontario","funders":"Cancer Care Ontario","keywords":"Medicine; Radiation oncology; Peer review; Family medicine; Radiation Therapist; Medical education; Nursing; Radiation therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001203023,0.000102606,0.0004128212,0.00007131626,0.0000610394,0.00001645999,0.00005827982,0.0000911286,0.00005177724],"category_scores_gemma":[0.0009431091,0.0000775956,0.00002455853,0.0001900002,0.00005884075,0.0004064834,0.00002591132,0.0001394216,0.000002609314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003975835,"about_ca_system_score_gemma":0.0006551436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001740124,"about_ca_topic_score_gemma":0.0008052774,"domain_scores_codex":[0.9987856,0.000464865,0.0002865584,0.000175368,0.0001485198,0.0001391002],"domain_scores_gemma":[0.9988509,0.0005045864,0.0003027189,0.000136501,0.0001504201,0.00005489864],"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":[0.0004627048,0.0005758421,0.04538668,0.0001830947,0.00005502587,0.000005983701,0.001607007,0.000002051994,0.000009169353,0.00003181538,0.003000768,0.9486799],"study_design_scores_gemma":[0.002315324,0.001312913,0.3144613,0.0002885189,0.00006834728,0.00006954284,0.0004016178,0.00009105154,0.00002762496,0.00001352985,0.6808724,0.00007786897],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2874773,0.3846267,0.0007402218,0.1814707,0.00522357,0.1190339,0.0001475817,0.0001591308,0.02112096],"genre_scores_gemma":[0.363622,0.5074109,0.03388229,0.008543816,0.00810922,0.06735719,0.002580574,0.0002042394,0.008289734],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.948602,"threshold_uncertainty_score":0.3164257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09253849210398186,"score_gpt":0.5180893641644748,"score_spread":0.425550872060493,"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."}}