{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005059307,0.0007344371,0.0008818964,0.0005222266,0.001199641,0.0009189078,0.0005859419,0.001016863,0.002081772],"category_scores_gemma":[0.006012463,0.0003359874,0.0009322988,0.0005747782,0.0007913735,0.0004349374,0.0006834147,0.0006994025,0.001673248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003504673,"about_ca_system_score_gemma":0.0004130601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004945252,"about_ca_topic_score_gemma":0.0004865275,"domain_scores_codex":[0.9965026,0.0009469463,0.0004229914,0.001124439,0.0007796469,0.0002233517],"domain_scores_gemma":[0.9949142,0.001125309,0.0006050452,0.002054096,0.001042338,0.0002591679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003796619,0.001259594,0.9461293,0.00017954,0.000706739,0.0007397537,0.0008278718,0.0004151035,0.03390172,0.0001879916,0.001059747,0.01079603],"study_design_scores_gemma":[0.0003794447,0.004924114,0.9717162,0.00006039209,0.0005326415,0.003197746,0.0002287653,0.0009709286,0.01053036,0.0001457787,0.007282635,0.00003100576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948238,0.0004610585,0.002299817,0.0000444595,0.00003150844,0.000286198,0.0008527464,0.00002437111,0.001176084],"genre_scores_gemma":[0.9906462,0.0001675404,0.001022763,0.0002019598,0.00004460382,0.0005557323,0.00649053,0.00003893414,0.0008317375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005059307,"threshold_uncertainty_score":0.02675647,"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."}}