{"id":"W2094220710","doi":"10.1007/s00428-014-1546-1","title":"Biomarkers in renal cancer","year":2014,"lang":"en","type":"article","venue":"Archiv für Pathologische Anatomie und Physiologie und für Klinische Medicin","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Cancer; Incidence (geometry); Disease; Oncology; Internal medicine; Humanities; Philosophy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001571328,0.0007960332,0.001473982,0.000619892,0.0001814162,0.00003126661,0.0006104455,0.0004378183,0.0002442669],"category_scores_gemma":[0.001229469,0.0005647436,0.0004372985,0.0008078595,0.001183675,0.0001402538,0.0003546017,0.00126446,0.0002119817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002345072,"about_ca_system_score_gemma":0.000446109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007597174,"about_ca_topic_score_gemma":0.0001635356,"domain_scores_codex":[0.9946083,0.0008518313,0.001106365,0.001425057,0.0006873619,0.001321015],"domain_scores_gemma":[0.9963174,0.001235375,0.0003775443,0.001369715,0.0001213005,0.0005786434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006343362,0.002981605,0.2298816,0.0007878381,0.003406209,0.004029101,0.002341215,0.001183081,0.5113147,0.008202013,0.01283066,0.2166986],"study_design_scores_gemma":[0.01953263,0.006483548,0.824662,0.00150019,0.002079397,0.0002074956,0.000950779,0.007807904,0.0782757,0.01458401,0.04179788,0.002118499],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542716,0.00606886,0.0008304637,0.00343947,0.0004977365,0.001129592,0.00003898001,0.0002929458,0.03343037],"genre_scores_gemma":[0.9887398,0.001800321,0.004952335,0.002866552,0.000610062,0.0002306608,0.0002521295,0.00009190984,0.0004562538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5947803,"threshold_uncertainty_score":0.9996804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03742267370185138,"score_gpt":0.3651997865154683,"score_spread":0.3277771128136169,"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."}}