{"id":"W2793067995","doi":"10.3332/ecancer.2018.805","title":"Diagnostic validity of fine-needle capillary cytology in palpable tumours","year":2018,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; AGE-WELL","keywords":"Medicine; Cytology; Predictive value; Radiology; Lymph node; Lymphoma; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029552,0.000263004,0.0002036622,0.001717426,0.0002701233,0.0006443528,0.000558071,0.0005969182,0.001185269],"category_scores_gemma":[0.0251817,0.0001511144,0.0001990003,0.000536641,0.0007212296,0.0008025841,0.0004873243,0.0002440408,0.0003104788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002924683,"about_ca_system_score_gemma":0.0002559093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008408349,"about_ca_topic_score_gemma":0.0007950409,"domain_scores_codex":[0.9979886,0.0007020456,0.0002599837,0.0002411989,0.000648562,0.0001597655],"domain_scores_gemma":[0.9847308,0.008196548,0.003999748,0.0004983179,0.001939827,0.0006346371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008421727,0.00001631842,0.9959229,0.00002373478,0.000009616111,0.0002416684,0.00004714574,0.00002998795,0.0005639419,0.000009364928,0.00004264815,0.003008535],"study_design_scores_gemma":[0.0000124125,0.0004438552,0.9820299,0.00007777167,0.00005185327,0.01281959,0.0005093412,0.001063628,0.00226266,0.00005236332,0.0006657619,0.00001086845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975756,0.001399469,0.0002942612,0.00004563358,0.00001522936,0.000012839,0.00008506916,0.00000747189,0.0005643708],"genre_scores_gemma":[0.9995516,0.0001172757,0.0001825059,0.00001027962,0.00001518963,0.000002820056,0.00007865047,0.000001296023,0.00004040618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0029552,"threshold_uncertainty_score":0.01562876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549129219736554,"score_gpt":0.3101652284630749,"score_spread":0.2846739362657094,"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."}}