{"id":"W3030345031","doi":"10.17742/image.br.11.1.9","title":"Imaging Human Breast Tumours in Different Species: How Human Are They?","year":2020,"lang":"en","type":"article","venue":"Imaginations Journal of Cross-Cultural Image Studies","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Xenotransplantation; Human breast; Transplantation; Breast cancer; Cancer; Computational biology; Computer science; Biology; Medicine; Data science; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002002204,0.0003160693,0.0008158198,0.000210752,0.0004074723,0.0009206517,0.0002152208,0.00002434697,0.00008890826],"category_scores_gemma":[0.0003922436,0.0002046265,0.000355744,0.0002882362,0.001504434,0.003091946,0.0001238473,0.0005090132,0.000005551567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003126583,"about_ca_system_score_gemma":0.00004054677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003767675,"about_ca_topic_score_gemma":0.00009955929,"domain_scores_codex":[0.9982023,0.00005573653,0.0006210228,0.0002604219,0.0005150111,0.0003454663],"domain_scores_gemma":[0.9938535,0.00004747939,0.0005519596,0.0001541066,0.005185679,0.0002072557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000201015,0.0006211342,0.4550507,0.0005672965,0.0007380627,0.001031981,0.01754907,0.00001967929,0.4863028,0.002130706,0.03229983,0.003487772],"study_design_scores_gemma":[0.005834941,0.0002426535,0.9371744,0.0006851241,0.000484599,0.001107323,0.03028205,0.00001556527,0.0140523,0.001168431,0.008508995,0.0004436327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9167888,0.003573076,0.00006969153,0.07325254,0.0002465818,0.0002474621,0.00007465504,0.00003664504,0.005710615],"genre_scores_gemma":[0.9969662,0.0003811779,0.0005124268,0.0004685416,0.0009171384,0.000008614269,0.00001128506,0.00002733519,0.0007072689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4821237,"threshold_uncertainty_score":0.8877865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0634201188838568,"score_gpt":0.4052341822190235,"score_spread":0.3418140633351667,"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."}}