{"id":"W4406583979","doi":"10.1016/j.ypat.2014.01.033","title":"10.1016/j.ypat.2014.01.033","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cytopathology; Nipple discharge; Cytology; Pathology; Cancer; Mammography; Internal medicine; Breast cancer","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":[0.000625804,0.001219684,0.0005307943,0.001778547,0.0008567137,0.002587333,0.001029249,0.003138684,0.8792164],"category_scores_gemma":[0.001403084,0.0004797826,0.0007611492,0.000879488,0.000880233,0.00205186,0.001109291,0.001539548,0.8117651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008227834,"about_ca_system_score_gemma":0.001082706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273734,"about_ca_topic_score_gemma":0.002094158,"domain_scores_codex":[0.9997053,0.00002613817,0.00002571307,0.00009052036,0.00007892615,0.0000734806],"domain_scores_gemma":[0.9992313,0.0001665734,0.0001160084,0.00005260885,0.00014131,0.0002921815],"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":[0.0004704388,0.0003961658,0.01231357,0.0006440532,0.00006725245,0.0007835032,0.0001273727,0.0004347766,0.001446301,0.005753899,0.2231502,0.7544125],"study_design_scores_gemma":[0.0001060546,0.0002082763,0.01087852,0.001179594,0.0001052108,0.00833475,0.0003793865,0.0006084369,0.001003982,0.007205852,0.9699411,0.00004887263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01487757,0.02189539,0.006081674,0.01120534,0.003562035,0.0001821618,0.006534684,0.002749052,0.9329122],"genre_scores_gemma":[0.03249076,0.00818948,0.003979675,0.002656119,0.001182363,0.0001201285,0.003768681,0.0004967476,0.9471161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1207836,"threshold_uncertainty_score":0.1722832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006340932765949641,"score_gpt":0.1836694087209811,"score_spread":0.1773284759550315,"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."}}