{"id":"W2398299356","doi":"10.5858/arpa.2016-0163-sa","title":"Liquid Biopsy in Lung Cancer: A Perspective From Members of the Pulmonary Pathology Society","year":2016,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Liquid biopsy; Biopsy; Circulating tumor cell; Medicine; Lung cancer; Pathology; Cancer; Population; Internal medicine; Metastasis","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":[0.0159668,0.0009580024,0.001098052,0.002365879,0.002378272,0.007950328,0.001668672,0.01599411,0.006357432],"category_scores_gemma":[0.01396424,0.0005427369,0.0009513153,0.002019974,0.00667659,0.01143401,0.003443058,0.01717524,0.002886335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003913626,"about_ca_system_score_gemma":0.009006773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004756037,"about_ca_topic_score_gemma":0.01094212,"domain_scores_codex":[0.9964318,0.001265456,0.0004425252,0.0004384374,0.0009376017,0.0004842196],"domain_scores_gemma":[0.9781818,0.006254034,0.0009178555,0.000483431,0.007052287,0.007110727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001527642,0.0002435674,0.003799329,0.001154147,0.00003630434,0.0008003897,0.0008522501,0.0002521414,0.000725275,0.02129405,0.6565635,0.3141264],"study_design_scores_gemma":[0.0000352955,0.0002052275,0.002208972,0.002237548,0.00002181249,0.001008702,0.001213365,0.0001385679,0.0001375489,0.008055701,0.9846793,0.00005787564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004548638,0.2647424,0.0003233762,0.7164026,0.01524121,0.000006842663,0.00002269784,0.00002079061,0.00278518],"genre_scores_gemma":[0.01107944,0.6259672,0.001503287,0.273881,0.08199032,0.00003277105,0.00005023727,0.00003760661,0.005458106],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01599411,"threshold_uncertainty_score":0.08444154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005241519899350615,"score_gpt":0.2550777985938253,"score_spread":0.2498362786944747,"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."}}