{"id":"W2036489555","doi":"10.1002/ssu.10016","title":"Prognostic factors in cancer","year":2003,"lang":"en","type":"review","venue":"Seminars in Surgical Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":289,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Disease; Cancer; Affect (linguistics); Intensive care medicine; Clinical Practice; Relevance (law); Oncology; Internal medicine; Family medicine; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001742975,0.000335336,0.002192748,0.0003466832,0.00002099184,0.00000518938,0.00008955269,0.0006387524,0.0004991665],"category_scores_gemma":[0.00006510932,0.000230315,0.0002720829,0.0006503006,0.0000972035,0.00002475977,0.00003183121,0.0006473413,0.00003603208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002407996,"about_ca_system_score_gemma":0.001940477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001726877,"about_ca_topic_score_gemma":0.0002322497,"domain_scores_codex":[0.9980945,0.0002356892,0.0006546592,0.0004481376,0.0001518288,0.0004152017],"domain_scores_gemma":[0.9987735,0.0006747447,0.0001741095,0.0002026576,0.00002885541,0.0001461701],"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":[0.00001717938,0.0006308054,0.005695062,0.002367646,0.0001132796,0.003296903,0.0001568163,0.000001436056,1.645821e-8,0.00008268627,0.0003815941,0.9872566],"study_design_scores_gemma":[0.001018697,0.000379859,0.0001360677,0.01239956,0.0009436273,0.0002843484,0.00004610673,7.466639e-7,1.505111e-7,0.00001987923,0.9845833,0.0001876915],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003248214,0.9571283,2.709185e-7,0.00007884848,0.0005401614,0.001372946,0.00003433991,0.00001890853,0.04050137],"genre_scores_gemma":[0.0001005702,0.9951202,0.00007799955,0.00005225829,0.00008210003,0.0008446475,0.0001892311,0.00004164848,0.003491295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9870689,"threshold_uncertainty_score":0.9391974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06210977129412731,"score_gpt":0.469510629912206,"score_spread":0.4074008586180787,"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."}}