{"id":"W2754348459","doi":"10.1038/549325a","title":"Cancer patients need better care, not just more technology","year":2017,"lang":"en","type":"article","venue":"Nature","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Cancer; Medicine; Cancer drugs; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.002137104,0.0003648362,0.0006765514,0.0005178277,0.00149487,0.004308553,0.0006241263,0.00505792,0.0255896],"category_scores_gemma":[0.005377986,0.0002384407,0.000575237,0.0008417143,0.003012822,0.005474159,0.002364071,0.005831587,0.006651492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002227709,"about_ca_system_score_gemma":0.004182877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040949,"about_ca_topic_score_gemma":0.002653684,"domain_scores_codex":[0.99826,0.0005484356,0.0001102606,0.0001488217,0.0006954771,0.0002370343],"domain_scores_gemma":[0.9942052,0.002034134,0.0007498683,0.000373502,0.001107727,0.001529709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001492064,0.0002900992,0.006448324,0.001314958,0.0001803789,0.0004992306,0.0005589012,0.0004704768,0.003399302,0.05743375,0.6894004,0.2398549],"study_design_scores_gemma":[0.00005628911,0.0001471307,0.003971027,0.00047944,0.0000497802,0.001122906,0.0007034228,0.00008539548,0.0006246633,0.03566805,0.9570621,0.00002986281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.005437659,0.06140299,0.001927162,0.8661842,0.01285212,0.00002087388,0.0002397942,0.0001565799,0.0517787],"genre_scores_gemma":[0.1194598,0.1652789,0.01027108,0.598555,0.04260303,0.0001225306,0.0007938497,0.0002366434,0.06267921],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0255896,"threshold_uncertainty_score":0.08560568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008355283672023513,"score_gpt":0.380417170598419,"score_spread":0.3720618869263954,"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."}}