{"id":"W2997747037","doi":"10.1002/9780471420194.tnmc21.pub2","title":"Lung","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Pathological; Distant metastasis; Medicine; Lymph node metastasis; Stage (stratigraphy); Metastasis; Lymph node; Lymph; Pathology; Cancer; Internal medicine; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001817518,0.0001714251,0.0003171087,0.00009242675,0.00001005567,0.000004930709,0.00005013574,0.0002494556,0.06669432],"category_scores_gemma":[0.00002603868,0.0001239094,0.00009203549,0.00005177343,0.00002705953,0.00000449039,0.00002106756,0.0002441892,0.0003889559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008111259,"about_ca_system_score_gemma":0.0001573774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000208482,"about_ca_topic_score_gemma":0.0009051518,"domain_scores_codex":[0.9993683,0.000004504268,0.00009866661,0.0002180828,0.000147525,0.0001629039],"domain_scores_gemma":[0.9993437,0.00001381049,0.00006728919,0.0003913341,0.00001691665,0.0001669536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008527043,0.00037943,0.001212391,0.0001530932,0.0001886964,0.00008044152,0.000007149509,1.411999e-8,0.000007093786,0.00003666211,0.9896984,0.008228125],"study_design_scores_gemma":[0.0008710464,0.00007185478,0.001145355,0.0006181981,0.0003210473,0.00001635391,0.000002036548,0.000009568606,0.00002657772,0.000005280503,0.9968029,0.0001098308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001727339,0.00363053,0.000003257804,0.003180186,0.0006946562,0.0004783559,0.002156391,0.0002883472,0.9893956],"genre_scores_gemma":[0.0001991793,0.001001305,0.002074568,0.001198994,0.002381163,0.00004278781,0.003018858,0.0003832107,0.9897],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06630536,"threshold_uncertainty_score":0.9341589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105584880677139,"score_gpt":0.3233657698680065,"score_spread":0.3123099210612351,"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."}}