{"id":"W2593747970","doi":"10.1016/j.jmir.2017.02.024","title":"How a Single Case-study Quality Review Changed Treatment Protocol for Prophylactic Whole Brain Radiotherapy","year":2017,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Conventional PCI; Prophylactic cranial irradiation; Protocol (science); Medicine; Radiation therapy; Treatment protocol; Radiation dose; Medical physics; Radiology; Surgery; Nuclear medicine; Internal medicine; Pathology; Alternative 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.6555651,0.001399506,0.005447729,0.01128375,0.004891488,0.01451661,0.008339318,0.007739379,0.005157355],"category_scores_gemma":[0.8564858,0.00441141,0.008369686,0.008328091,0.004367455,0.01171264,0.009339359,0.008293065,0.001216299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02468089,"about_ca_system_score_gemma":0.05946614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01771071,"about_ca_topic_score_gemma":0.03247786,"domain_scores_codex":[0.2263056,0.4381807,0.2305491,0.03188362,0.06806505,0.005016005],"domain_scores_gemma":[0.06392337,0.5166416,0.1022791,0.09331758,0.2169515,0.006886846],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.006832513,0.0007639976,0.1244744,0.0731314,0.03956741,0.001435311,0.02265522,0.006133273,0.005045008,0.02415617,0.123063,0.5727423],"study_design_scores_gemma":[0.008516219,0.004929695,0.1807648,0.1445282,0.07886795,0.003420445,0.007888445,0.01883245,0.01596452,0.06539477,0.468015,0.002877423],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.105616,0.1718118,0.2492015,0.3440634,0.05432944,0.03779815,0.00893294,0.002407697,0.02583903],"genre_scores_gemma":[0.5748145,0.01767493,0.2669604,0.09280811,0.01067187,0.02691553,0.004752574,0.001957081,0.003445071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6555651,"threshold_uncertainty_score":0.4247496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.185233114062688,"score_gpt":0.4847037121407292,"score_spread":0.2994705980780412,"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."}}