{"id":"W2789986687","doi":"10.3747/co.25.3867","title":"Standardizing Biomarker Testing for Canadian Patients with Advanced Lung Cancer","year":2018,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University; University of Ottawa; Juravinski Cancer Centre; Institut universitaire de cardiologie et de pneumologie de Québec; Centre Hospitalier de l’Université de Montréal; Université Laval; William Osler Health System; Ottawa Hospital; University Health Network; University of Toronto; Princess Margaret Cancer Centre; BC Cancer Agency","funders":"","keywords":"Medicine; KRAS; Lung cancer; Oncology; Neuroblastoma RAS viral oncogene homolog; ROS1; Biomarker; Context (archaeology); Internal medicine; Anaplastic lymphoma kinase; Cancer; Epidermal growth factor receptor; Adenocarcinoma","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.009890048,0.0005495049,0.0005960074,0.00248447,0.004080044,0.002439298,0.003233368,0.001390264,0.002808569],"category_scores_gemma":[0.03182658,0.0002510881,0.0008107361,0.002584751,0.001683228,0.001246169,0.002566609,0.002621567,0.0006411622],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05933013,"about_ca_system_score_gemma":0.1709975,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9149382,"about_ca_topic_score_gemma":0.9512624,"domain_scores_codex":[0.9905645,0.001960249,0.0009889328,0.000592629,0.004582018,0.001311648],"domain_scores_gemma":[0.9694449,0.001879413,0.001592963,0.0007191678,0.02346582,0.002897675],"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":[0.0003908412,0.0001457749,0.1291183,0.001476255,0.0001953109,0.001115278,0.002089292,0.003375328,0.00395328,0.01403827,0.37553,0.468572],"study_design_scores_gemma":[0.0002358875,0.0003962681,0.3200524,0.005635537,0.0004296698,0.002659025,0.003712717,0.004795666,0.006714901,0.01055267,0.6445119,0.0003031937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1001624,0.08157044,0.03977618,0.5756903,0.005680155,0.003254172,0.01070064,0.001698502,0.1814672],"genre_scores_gemma":[0.7662275,0.03347892,0.1041665,0.0752782,0.001504599,0.0008938448,0.007292361,0.0002920009,0.01086619],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9406699,"threshold_uncertainty_score":0.4304722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07204960100922177,"score_gpt":0.4591795222159152,"score_spread":0.3871299212066935,"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."}}