{"id":"W1980943790","doi":"10.1002/jso.21197","title":"Is lymph node count an ideal quality indicator for cancer care?","year":2008,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; American Society of Clinical Oncology","keywords":"Medicine; Lymph node; Population; Cancer; Quality (philosophy); Node (physics); Lymph; Oncology; Surgery; Internal medicine; Pathology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006886622,0.0006258741,0.006399962,0.0003876856,0.0001209752,0.00001853883,0.0004020281,0.001233792,0.0009033431],"category_scores_gemma":[0.0001009386,0.0004120346,0.002514162,0.0003541803,0.0002848767,0.0001151344,0.00008908403,0.0010118,0.00003663485],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005595183,"about_ca_system_score_gemma":0.007588799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001321318,"about_ca_topic_score_gemma":0.00002350345,"domain_scores_codex":[0.9948401,0.000582976,0.002498782,0.0005624709,0.0008956043,0.0006200599],"domain_scores_gemma":[0.9937683,0.001574629,0.00258016,0.0003935344,0.0007188031,0.000964592],"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":[0.002279402,0.0009493144,0.0009323289,0.005140454,0.001449286,0.003941179,0.000243752,9.369796e-7,2.364308e-7,0.00004035819,0.002543942,0.9824788],"study_design_scores_gemma":[0.006197692,0.002731208,0.0005405355,0.002965094,0.002426959,0.006945023,0.00004597435,0.000001364933,0.000001712239,0.00001793786,0.9777756,0.0003508752],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001556279,0.9922939,0.000007909633,0.0007698687,0.001395614,0.001072547,0.0003730906,0.00002444149,0.002506371],"genre_scores_gemma":[0.0002758861,0.9954537,0.0006470297,0.0005355196,0.002455383,0.0002457325,0.00008884515,0.00009027056,0.0002076018],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.982128,"threshold_uncertainty_score":0.9998332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1358902490623219,"score_gpt":0.4848895874603335,"score_spread":0.3489993383980116,"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."}}