{"id":"W2105660133","doi":"10.1093/annonc/mdv208","title":"Biomarker testing and time to treatment decision in patients with advanced nonsmall-cell lung cancer","year":2015,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":245,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Biomarker; Oncology; Lung cancer; Internal medicine; Cancer","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":[0.0007444237,0.0002425125,0.000565904,0.0005927715,0.0004571926,0.001354407,0.0004030435,0.001095492,0.002489039],"category_scores_gemma":[0.006808093,0.0002031963,0.0006378328,0.0007491291,0.0002736768,0.001239895,0.0004031042,0.001391965,0.0004051435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008108392,"about_ca_system_score_gemma":0.0006794487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002960214,"about_ca_topic_score_gemma":0.005368193,"domain_scores_codex":[0.9994577,0.0001720986,0.00006659421,0.0000856319,0.00008445558,0.0001335547],"domain_scores_gemma":[0.9968351,0.001788364,0.0006543066,0.00005911145,0.0002347109,0.0004284713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001528106,0.0002001648,0.9817252,0.00002881307,0.00009659398,0.0003556157,0.00005236061,0.0007489083,0.0001898456,0.0001334511,0.001233837,0.01370718],"study_design_scores_gemma":[0.0001451351,0.001486372,0.9730699,0.0001242963,0.0003895705,0.002065152,0.001031974,0.0147195,0.0009270108,0.002571031,0.00342196,0.00004809424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890014,0.004173569,0.0003076776,0.002432162,0.0001420377,0.00001405514,0.0005261334,0.00001617223,0.003386706],"genre_scores_gemma":[0.9981931,0.0004725833,0.000174117,0.0003402546,0.00008305987,0.000005233434,0.0003686902,0.00000364893,0.000359236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002960214,"threshold_uncertainty_score":0.00832665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05669316549900459,"score_gpt":0.4165557444915264,"score_spread":0.3598625789925218,"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."}}