{"id":"W4307771171","doi":"10.1097/pgp.0000000000000899","title":"The International Collaboration on Cancer Reporting (ICCR): 10 Years Progress in the Development of Cancer Pathology Datasets","year":2022,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; University of Toronto","funders":"","keywords":"George (robot); Cancer; Pathology; Medicine; History; Internal medicine; Art history","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003937387,0.00009881652,0.0003620155,0.0002077257,0.0001465691,0.0000208289,0.000752171,0.00008753547,0.00110711],"category_scores_gemma":[0.002358505,0.00005720922,0.00008153582,0.0001937716,0.0002709804,0.00004919171,0.0002440706,0.0006278826,0.000004432881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005509385,"about_ca_system_score_gemma":0.001011628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001039421,"about_ca_topic_score_gemma":0.0002356824,"domain_scores_codex":[0.9968358,0.0004579731,0.001377578,0.0001836747,0.0009315492,0.0002134076],"domain_scores_gemma":[0.9966457,0.00100803,0.001612658,0.000150088,0.0005381604,0.00004540334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00269796,0.001137204,0.9002057,0.000008588156,0.000376694,0.006757679,0.002453871,0.0002274892,0.001543496,0.0009239009,0.006888098,0.07677928],"study_design_scores_gemma":[0.001720057,0.0009705262,0.9557986,0.00003543141,0.00004399585,0.001029407,0.001610081,0.0001637782,0.0001680652,0.0004570297,0.03793598,0.00006707756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790922,0.0007125919,0.00001836938,0.01806279,0.001250972,0.0002624465,0.00007373378,0.000004121996,0.0005227344],"genre_scores_gemma":[0.9971157,0.0002828977,0.0008104352,0.001150003,0.000215641,0.0002282388,0.00005981501,0.000006796984,0.0001304922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0767122,"threshold_uncertainty_score":0.999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06770503815122582,"score_gpt":0.4424121445853755,"score_spread":0.3747071064341497,"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."}}