{"id":"W2809006376","doi":"10.1016/j.radonc.2018.05.025","title":"Changing the global radiation therapy paradigm","year":2018,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"CERN","keywords":"Credibility; Palliative care; Health care; Medicine; Healthcare system; Quality (philosophy); Business; Nursing; Political science","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":[0.000424949,0.0001819478,0.0003622654,0.00007307924,0.0004381116,0.00001498467,0.0001234984,0.0002540443,0.0003875267],"category_scores_gemma":[0.00002435004,0.0001121416,0.00007925036,0.0003313373,0.0009158664,0.00008607827,0.00001295426,0.0001978048,0.00001643929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000567036,"about_ca_system_score_gemma":0.0001782413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006269801,"about_ca_topic_score_gemma":0.00001941138,"domain_scores_codex":[0.9988142,0.0001637039,0.0002167398,0.000296297,0.0001164606,0.0003926075],"domain_scores_gemma":[0.9992285,0.0002324691,0.0001096837,0.0002812278,0.00003833454,0.0001098224],"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":[0.001766128,0.0001926828,0.02280186,0.000007363584,0.0002814893,0.00003749521,0.002871912,0.00000272141,0.0008032671,0.01620551,0.001970611,0.953059],"study_design_scores_gemma":[0.004296946,0.003788838,0.02038307,0.00001059554,0.00002813568,0.001106572,0.0001829162,0.0005429548,0.000389807,0.003055241,0.9660652,0.0001497138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7907319,0.07896194,0.04070472,0.0590039,0.004644875,0.00196988,0.00001655608,0.0003596699,0.02360657],"genre_scores_gemma":[0.8591756,0.0531156,0.007646007,0.06816337,0.01035973,0.0001203809,0.00001656489,0.00005824611,0.001344467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9640946,"threshold_uncertainty_score":0.4573003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748891631584088,"score_gpt":0.3770068875863964,"score_spread":0.3595179712705556,"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."}}