{"id":"W3207399235","doi":"10.1016/j.cllc.2021.10.001","title":"Clinical Outcomes for Plasma-Based Comprehensive Genomic Profiling Versus Standard-of-Care Tissue Testing in Advanced Non–Small Cell Lung Cancer","year":2021,"lang":"en","type":"article","venue":"Clinical Lung Cancer","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Lung cancer; Genotyping; Internal medicine; Oncology; ROS1; Guideline; Prospective cohort study; Clinical trial; Biomarker; Cancer; Genotype; Pathology; Adenocarcinoma","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":[0.002699694,0.0001723236,0.0004622198,0.0002525125,0.0001867628,0.0006762458,0.0002445192,0.0003888742,0.00110902],"category_scores_gemma":[0.005809482,0.00008688935,0.0006172109,0.0003171107,0.0002784692,0.0005739781,0.0004337973,0.0005783993,0.0001389489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007012372,"about_ca_system_score_gemma":0.0004056515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006166439,"about_ca_topic_score_gemma":0.000982305,"domain_scores_codex":[0.9988459,0.0005854558,0.00008437187,0.0002170448,0.0001770475,0.00009002192],"domain_scores_gemma":[0.9963329,0.001536999,0.001162092,0.0001397292,0.0002547221,0.0005735325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06664842,0.001005023,0.8696912,0.0001674012,0.0007070194,0.0001319578,0.0001832095,0.001716191,0.002326357,0.0001700359,0.001234709,0.05601854],"study_design_scores_gemma":[0.001733002,0.03016249,0.9590688,0.00006338657,0.0008533855,0.0003612931,0.0002644245,0.004958161,0.001282288,0.000318055,0.0009100175,0.00002461227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983959,0.0006835864,0.0001332424,0.0001200541,0.00001881606,0.0000248654,0.0001471882,0.000005369035,0.0004711104],"genre_scores_gemma":[0.9995614,0.00007422641,0.000060268,0.00005041442,0.00001499251,0.00001570523,0.0001654169,0.000001273519,0.00005629201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002699694,"threshold_uncertainty_score":0.01427746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0745080612710012,"score_gpt":0.4738090828601803,"score_spread":0.3993010215891791,"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."}}