{"id":"W1595203599","doi":"10.1002/cncy.21395","title":"Growing indication for FNA to study and analyze tumor heterogeneity at metastatic sites","year":2014,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Fine-needle aspiration; Primary tumor; Biopsy; Cancer; Disease; Metastatic tumor; Metastasis; Tumor heterogeneity; Pathology; Cytopathology; Cytology; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001677696,0.0001078579,0.0002683871,0.00009891303,0.0001306577,0.000009067386,0.00003829352,0.0000199929,0.00003118176],"category_scores_gemma":[0.00008587632,0.00008887473,0.00003944804,0.0001089128,0.00003370559,0.00004866634,0.0000371956,0.00003768104,0.00000863151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001491575,"about_ca_system_score_gemma":0.00004235525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003379654,"about_ca_topic_score_gemma":0.0002171914,"domain_scores_codex":[0.9992222,0.0000576457,0.000163818,0.0003103448,0.00007278902,0.0001732346],"domain_scores_gemma":[0.9994993,0.00006903754,0.00006497587,0.0001851253,0.00006490134,0.0001166475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000227384,0.000274261,0.9436702,0.00009620089,0.0002580235,0.00003882355,0.00252173,0.0000340049,0.02571084,0.000180463,0.0002134766,0.02677459],"study_design_scores_gemma":[0.004490166,0.002097529,0.9749249,0.000029566,0.001641446,0.0001335591,0.000453995,0.0002695037,0.01244,0.0002688829,0.003062431,0.0001879706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950747,0.0004930756,0.002177416,0.001028916,0.0001029649,0.0009872461,0.00003654458,0.00003023186,0.00006888561],"genre_scores_gemma":[0.9949496,0.00001107689,0.002103497,0.001829856,0.00009156567,0.0008383701,0.00003868029,0.00001706257,0.0001202722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03125474,"threshold_uncertainty_score":0.3624206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03040068205154901,"score_gpt":0.3839935271833473,"score_spread":0.3535928451317983,"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."}}