{"id":"W2010130357","doi":"10.3389/fonc.2014.00386","title":"Prospective Validation Obtained in a Similar Group of Patients and with Similar High Throughput Biological Tests Failed to Confirm Signatures for Prediction of Response to Chemotherapy and Survival in Advanced NSCLC: A Prospective Study from the European Lung Cancer Working Party","year":2015,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Vinorelbine; Oncology; Medicine; Internal medicine; Lung cancer; Cisplatin; Survival analysis; Chemotherapy","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":[0.0005700564,0.0001343778,0.0004361794,0.0001273262,0.00002799289,0.000005282874,0.00005133851,0.00006992462,0.000001248251],"category_scores_gemma":[0.0003349454,0.00008703479,0.0000141153,0.0003188764,0.00008160184,0.00005385448,0.00003036801,0.000111435,2.063424e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006044878,"about_ca_system_score_gemma":0.0001390637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003603933,"about_ca_topic_score_gemma":0.001452999,"domain_scores_codex":[0.9986944,0.000395018,0.0002816993,0.0003525465,0.0001237439,0.0001525999],"domain_scores_gemma":[0.9992827,0.0002718848,0.0001303745,0.0001052502,0.0001527929,0.00005695643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02843458,0.0007735428,0.9422793,0.000008547167,0.000139411,0.000007237162,0.02280075,0.000337311,0.0004703524,0.000009110988,0.0001052194,0.00463464],"study_design_scores_gemma":[0.02157562,0.007230687,0.9640557,0.0001298643,0.00007674857,1.804045e-7,0.006187882,0.0001194932,0.0001885311,0.0002276039,0.0001334705,0.00007424952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992138,0.0002551046,0.00111875,0.000772631,0.0001663217,0.005349361,0.0001298147,0.00001053798,0.00005949312],"genre_scores_gemma":[0.9925857,0.00002600298,0.006438957,0.000134385,0.00003257112,0.0007202954,0.00004043146,0.00001547676,0.00000622259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02177637,"threshold_uncertainty_score":0.3549176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01845814116387097,"score_gpt":0.3314248133379744,"score_spread":0.3129666721741034,"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."}}