{"id":"W2137430210","doi":"10.1093/jnci/djk106","title":"Association Versus Causation Versus Quality Improvement: Setting Benchmarks for Lymph Node Evaluation in Colon Cancer","year":2007,"lang":"en","type":"letter","venue":"JNCI Journal of the National Cancer Institute","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Colorectal cancer; Causation; Medicine; Lymph node; Oncology; Quality management; Association (psychology); Internal medicine; Cancer; Psychology; Operations management; Political science; Engineering; Management system","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":[0.2566116,0.0009146616,0.003828397,0.006012982,0.001007957,0.00499599,0.003670775,0.003553119,0.001680944],"category_scores_gemma":[0.4590253,0.0008766272,0.004795433,0.009238995,0.004338199,0.007665033,0.004645807,0.004799907,0.0002232984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005884647,"about_ca_system_score_gemma":0.01428978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008701689,"about_ca_topic_score_gemma":0.02433576,"domain_scores_codex":[0.6064533,0.3066004,0.0523807,0.006968657,0.02594179,0.001655068],"domain_scores_gemma":[0.4109392,0.4810359,0.07261381,0.008624987,0.02485523,0.001930878],"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":[0.004443295,0.000318622,0.1502016,0.2578487,0.0328998,0.0001384101,0.002926942,0.002314052,0.0002250725,0.01853935,0.01734572,0.5127984],"study_design_scores_gemma":[0.005347487,0.004978707,0.1607537,0.606553,0.07556515,0.0004983148,0.006283546,0.005806834,0.001458184,0.05363552,0.07862037,0.0004991562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.01414013,0.9211274,0.007518104,0.05178411,0.001988636,0.0008485963,0.0006436612,0.00003630198,0.001913053],"genre_scores_gemma":[0.5850124,0.3171124,0.04408106,0.04507861,0.00504337,0.00235417,0.0009933052,0.00007373804,0.000250952],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2566116,"threshold_uncertainty_score":0.9167303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1305411317870667,"score_gpt":0.4410060720495929,"score_spread":0.3104649402625261,"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."}}