{"id":"W4391612179","doi":"10.1111/his.15049","title":"A World Health Assembly resolution on diagnostics: what pathologists should know and do","year":2024,"lang":"en","type":"editorial","venue":"Histopathology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Public health; Library science; Medicine; Family medicine; Pathology; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001150971,0.0004886048,0.001102148,0.0005682117,0.0001693629,0.0001324344,0.0001861409,0.001029807,0.00004675327],"category_scores_gemma":[0.002221374,0.0004433934,0.0001706694,0.0003011862,0.0003284366,0.0001322951,0.0001347639,0.002192522,0.0002491368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263439,"about_ca_system_score_gemma":0.0009312751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002624766,"about_ca_topic_score_gemma":0.0006117328,"domain_scores_codex":[0.9965199,0.0002721866,0.0006107925,0.001155418,0.0007666963,0.0006749682],"domain_scores_gemma":[0.9977259,0.0008292659,0.0002920127,0.0006383459,0.0002132499,0.0003012471],"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":[0.0003291737,0.00005570138,0.0001010762,0.0004859309,0.000007963004,0.004088249,0.0004499673,0.000002717288,0.0000328689,0.0004301684,0.9806666,0.01334963],"study_design_scores_gemma":[0.0005598171,0.001780857,0.0009093484,0.004244095,0.0001870764,0.0003340268,0.000166058,0.00001333809,0.000004153266,0.000381487,0.9910977,0.0003220788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0007464177,0.1983793,0.00007463559,0.007632852,0.7885962,0.0005825273,0.0001513742,0.0002411372,0.003595562],"genre_scores_gemma":[0.00315138,0.08092041,0.001053981,0.00534108,0.8940921,0.0002286361,0.0009105866,0.0001686284,0.01413321],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1174589,"threshold_uncertainty_score":0.9998018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07065448031427723,"score_gpt":0.3839441749394327,"score_spread":0.3132896946251554,"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."}}