{"id":"W2892233176","doi":"10.1093/ajcp/aqy107","title":"Quality and Quantity in Kidney Cancer Surgery","year":2018,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Manitoba; Dalhousie University","funders":"","keywords":"Kidney cancer; Cancer surgery; Medicine; Quality (philosophy); Cancer; Intensive care medicine; General surgery; Surgery; 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":[0.002715227,0.0003397804,0.0002334751,0.001466502,0.0002368696,0.0008847922,0.0005022096,0.0003794866,0.001242397],"category_scores_gemma":[0.0101932,0.0001526367,0.0005826207,0.001077175,0.0005131579,0.000890334,0.0008422562,0.0004487849,0.0002123663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198121,"about_ca_system_score_gemma":0.000747894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00405259,"about_ca_topic_score_gemma":0.003338925,"domain_scores_codex":[0.9986552,0.0006582373,0.0001116397,0.0001691058,0.000328476,0.00007734012],"domain_scores_gemma":[0.9924747,0.001971724,0.003943712,0.0004303074,0.0007082531,0.0004712514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002386235,0.00006738758,0.9889827,0.00003999541,0.0001723359,0.00001925415,0.00006072502,0.003784928,0.0001631308,0.0002507784,0.0001667844,0.006053288],"study_design_scores_gemma":[0.00001999966,0.0005801811,0.9805967,0.00003156468,0.0001004488,0.0001738413,0.0001003696,0.01585199,0.0004197448,0.001030803,0.001078339,0.00001594251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988347,0.002021814,0.006173985,0.0002928774,0.00003521432,0.00008222865,0.001063791,0.00005543933,0.001927688],"genre_scores_gemma":[0.9981672,0.0001030857,0.001101838,0.00001574943,0.00001628759,0.00003010889,0.0003358058,0.00000490151,0.0002249657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00405259,"threshold_uncertainty_score":0.01435965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1764053064111491,"score_gpt":0.4842032471894269,"score_spread":0.3077979407782778,"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."}}