{"id":"W4243933419","doi":"10.4161/cbt.5.9.3336","title":"Genomic Profiling of Lung Cancer Predicts Recurrence Suggesting Which Patients May in the Future Benefit From Aggressive Treatment","year":2006,"lang":"en","type":"article","venue":"Cancer Biology & Therapy","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Regimen; Medicine; Chemotherapy; Oncology; Internal medicine; Disease; Stage (stratigraphy); Cancer; Precision medicine; Test (biology); Bioinformatics; Pathology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038654,0.0002038198,0.0003692262,0.0006471583,0.0002718494,0.0009492248,0.0002153497,0.0005128974,0.003074753],"category_scores_gemma":[0.002653645,0.0001157541,0.0003508991,0.0005052182,0.0001646128,0.000305174,0.0002607002,0.0009448783,0.0008144539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004791903,"about_ca_system_score_gemma":0.0002623914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001647325,"about_ca_topic_score_gemma":0.003584214,"domain_scores_codex":[0.9997378,0.00007050514,0.0000174944,0.00005499257,0.00008160259,0.00003750858],"domain_scores_gemma":[0.9990189,0.0002705179,0.0002313004,0.00005935665,0.0002277698,0.0001921185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000761019,0.0001384397,0.9096189,0.00004843431,0.0001133618,0.0002150831,0.0000581429,0.0004964671,0.006217328,0.0003619463,0.02153134,0.06043959],"study_design_scores_gemma":[0.00009066922,0.0005497013,0.9748917,0.00007482719,0.0002090166,0.001175373,0.0003513508,0.003542716,0.004080388,0.001224211,0.01377433,0.00003574437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480832,0.01022404,0.003741652,0.0162834,0.0006981658,0.00008686452,0.005299299,0.0003453995,0.01523799],"genre_scores_gemma":[0.9892992,0.001645804,0.001501075,0.002530342,0.0004149119,0.00004000966,0.001854471,0.00002113418,0.002693099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003074753,"threshold_uncertainty_score":0.01028609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01484339694046545,"score_gpt":0.3336417816624199,"score_spread":0.3187983847219545,"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."}}