{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00002011919,0.0001065798,0.0002010434,0.00007149999,0.0002449039,0.000006929965,0.0002190598,0.00172497,0.000119193],"category_scores_gemma":[0.0001061516,0.00007764241,0.00004432226,0.00005059351,0.0002669337,0.00006489318,0.00004077126,0.001831394,0.00001289215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074168,"about_ca_system_score_gemma":0.00005232249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008349951,"about_ca_topic_score_gemma":0.00001981745,"domain_scores_codex":[0.9994107,0.000005514586,0.00008407646,0.0001946387,0.0001248385,0.0001802055],"domain_scores_gemma":[0.9992622,0.00001463827,0.00009158131,0.0004518338,0.0001378299,0.00004199081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002844829,0.00009218125,0.8540973,0.0000530251,0.00009826955,0.00006944694,0.0004900451,0.000001315788,0.0009123743,0.0002803546,0.02313887,0.1204823],"study_design_scores_gemma":[0.003323663,0.0002353146,0.4653377,0.00008240435,0.00007368639,0.00001438754,0.0001906343,0.000007827198,0.006318501,0.000112184,0.5241497,0.0001540145],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372858,0.005236779,0.00001480266,0.04846348,0.002747666,0.0002946523,0.00002941422,0.00008388057,0.005843518],"genre_scores_gemma":[0.9791708,0.0002882674,0.001474184,0.01652484,0.0007841068,0.00002603652,0.00001593856,0.00001843465,0.001697408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5010108,"threshold_uncertainty_score":0.999571,"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."}}