{"id":"W4406395012","doi":"10.1016/j.ysur.2015.03.052","title":"10.1016/j.ysur.2015.03.052","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Series (stratigraphy); Selection (genetic algorithm); Thyroiditis; Thyroid; Thyroid cancer; Autoimmune thyroiditis; Thyroid nodules; Radiology; Dermatology; Internal medicine; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006644438,0.0009254268,0.0004401615,0.001526112,0.0009112175,0.002381537,0.0008175023,0.002676715,0.8550364],"category_scores_gemma":[0.001664714,0.0003545583,0.0005607958,0.0006614226,0.0007501281,0.00187957,0.001096118,0.001261319,0.7624385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000886062,"about_ca_system_score_gemma":0.001322873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002833136,"about_ca_topic_score_gemma":0.002703011,"domain_scores_codex":[0.999733,0.00002420997,0.00002456234,0.00007254638,0.00007070073,0.00007502191],"domain_scores_gemma":[0.9992071,0.000151628,0.0001260526,0.00004078,0.0001475925,0.0003269232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004036709,0.0003603883,0.01390601,0.0006019456,0.00005238816,0.0007302663,0.0001846636,0.0002950935,0.0007969954,0.005640002,0.2622443,0.7147843],"study_design_scores_gemma":[0.0001036492,0.0002200201,0.01477426,0.001510478,0.00008324163,0.006200605,0.000706446,0.0005340994,0.0007237246,0.007864356,0.9672328,0.00004627133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01526142,0.02084348,0.003434404,0.01459754,0.003560009,0.0001547691,0.005582372,0.001942892,0.9346232],"genre_scores_gemma":[0.04395435,0.008426108,0.002787314,0.003318615,0.001226103,0.000113267,0.003172633,0.0003810626,0.9366206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1449636,"threshold_uncertainty_score":0.2067729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006704731778869846,"score_gpt":0.2099435646690316,"score_spread":0.2032388328901618,"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."}}