{"id":"W4321489228","doi":"10.1136/jcp-2023-208824","title":"Tumour grading: communication is the key","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Key (lock); Grading (engineering); Computer science; Medicine; Bioinformatics; Computational biology; Pathology; Biology; Computer security; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004780771,0.0005372879,0.001143938,0.001956791,0.0009661093,0.004321619,0.001155465,0.003911298,0.05391302],"category_scores_gemma":[0.03123307,0.0003377486,0.0005363842,0.001612119,0.0009972089,0.00532693,0.001444978,0.003431366,0.05583021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00130828,"about_ca_system_score_gemma":0.002539689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189608,"about_ca_topic_score_gemma":0.001689958,"domain_scores_codex":[0.9956133,0.001052694,0.001185385,0.0005146891,0.00115567,0.0004781687],"domain_scores_gemma":[0.9764699,0.004885484,0.002296189,0.001703537,0.0113037,0.003341172],"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":[0.0001694963,0.00003536697,0.005861851,0.000687803,0.00003574213,0.001295739,0.0001235394,0.0001450089,0.003363932,0.003615269,0.5018845,0.4827818],"study_design_scores_gemma":[0.00004008534,0.0001366712,0.01012618,0.001310015,0.00005848457,0.009374059,0.0003679897,0.000477084,0.001878975,0.00913784,0.9670104,0.0000822868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01287378,0.05790254,0.01755751,0.570689,0.2005545,0.0003556168,0.001532063,0.002073654,0.1364612],"genre_scores_gemma":[0.2320448,0.1017586,0.02241027,0.1042342,0.2963564,0.0003604329,0.002922674,0.002658087,0.2372546],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05391302,"threshold_uncertainty_score":0.180357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07341382737400313,"score_gpt":0.4042191630347776,"score_spread":0.3308053356607744,"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."}}