{"id":"W2914014861","doi":"10.1053/j.semtcvs.2019.02.015","title":"The Dawn of the Age of Virtual Biopsies","year":2019,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Elastography; Radiology; Biopsy; Lymph node; Micrometastasis; Lung cancer; Lymph; Cancer; Pathology; Ultrasound; Metastasis; Internal medicine","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":[0.009034997,0.0007151715,0.001105823,0.000892992,0.003407617,0.006681499,0.001625076,0.03444181,0.0100551],"category_scores_gemma":[0.04975729,0.0005978713,0.0009655213,0.0004721619,0.007049155,0.01183305,0.003549929,0.04605292,0.004003231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00447764,"about_ca_system_score_gemma":0.002527524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001861267,"about_ca_topic_score_gemma":0.003556017,"domain_scores_codex":[0.9934148,0.003313927,0.0003806177,0.0006777646,0.00164768,0.0005652686],"domain_scores_gemma":[0.9694623,0.02059914,0.00118652,0.001313861,0.002644205,0.004793918],"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":[0.0001081816,0.00003980744,0.0005883351,0.0001178803,0.000021553,0.003800139,0.0003572706,0.0001853351,0.0003094082,0.02538151,0.9445657,0.02452489],"study_design_scores_gemma":[0.00004674345,0.00005059434,0.0004390544,0.000404408,0.00001198102,0.004281449,0.0007623502,0.000321387,0.0001333566,0.03818463,0.955316,0.00004800616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002744549,0.005613255,0.0003689766,0.967741,0.02178217,0.000003476447,0.00001737987,0.00002434714,0.004175019],"genre_scores_gemma":[0.01552164,0.007539751,0.001208314,0.8486409,0.1192267,0.00003520667,0.00003190875,0.00006033923,0.007735271],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03444181,"threshold_uncertainty_score":0.04778218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472267759182688,"score_gpt":0.2565662658064037,"score_spread":0.2418435882145768,"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."}}