{"id":"W2268390844","doi":"10.1016/j.prro.2016.01.014","title":"A pan-Canadian survey of peer review practices in radiation oncology","year":2016,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Partnership Against Cancer; Dalhousie University; University of Toronto; Nova Scotia Cancer Centre; Queen's University; Saint John Regional Hospital","funders":"","keywords":"Medicine; Radiation oncology; Documentation; Family medicine; Medical education; Radiation oncologist; Radiation therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004681316,0.0003454806,0.0005889331,0.004529462,0.004998702,0.002675904,0.002275833,0.001213255,0.006488758],"category_scores_gemma":[0.02963935,0.0006035693,0.0006391488,0.01108769,0.001462719,0.001537905,0.002113207,0.001599948,0.0007260165],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03490159,"about_ca_system_score_gemma":0.07772397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9768729,"about_ca_topic_score_gemma":0.9891555,"domain_scores_codex":[0.9901164,0.001190179,0.001090484,0.0008041282,0.005243415,0.001555411],"domain_scores_gemma":[0.9251087,0.006532072,0.01653509,0.001262703,0.03625653,0.01430495],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001124315,0.0001214646,0.9413971,0.0005001439,0.0001027375,0.0002438577,0.01646335,0.00006843115,0.0002469747,0.0004794026,0.02543232,0.01483184],"study_design_scores_gemma":[0.00000972106,0.00003286849,0.9707522,0.000253059,0.00002491529,0.0002439791,0.01564617,0.00008118675,0.00004357819,0.00003848429,0.01283662,0.00003708634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415047,0.008067513,0.0002551951,0.01324701,0.000188162,0.0003003413,0.01322796,0.00004793748,0.02316124],"genre_scores_gemma":[0.9837168,0.005651995,0.0005829306,0.002932079,0.00006891855,0.00009632887,0.002233675,0.00004171034,0.004675598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9953187,"threshold_uncertainty_score":0.2532299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016679211437619,"score_gpt":0.5264782545931801,"score_spread":0.4248103334494182,"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."}}