{"id":"W4390275094","doi":"10.1101/cshperspect.a041647","title":"Breast Cancer Histopathology in the Age of Molecular Oncology","year":2023,"lang":"en","type":"article","venue":"Cold Spring Harbor Perspectives in Medicine","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research; University of British Columbia; BC Cancer Agency","funders":"Cancer Research Society","keywords":"University hospital; Columbia university; Medicine; Family medicine; Medical laboratory; General surgery; Gynecology; Pathology; Media studies; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002840991,0.0002904625,0.0003433237,0.001955622,0.0006870276,0.002236007,0.000411103,0.001073943,0.004931904],"category_scores_gemma":[0.002257017,0.0002766254,0.0002163529,0.0009723957,0.003160123,0.002822087,0.001054142,0.002664247,0.002395045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001792122,"about_ca_system_score_gemma":0.001417854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002308968,"about_ca_topic_score_gemma":0.006964007,"domain_scores_codex":[0.999305,0.0002549992,0.00006303709,0.00007995254,0.0002397242,0.00005736413],"domain_scores_gemma":[0.9984103,0.0002790934,0.0001230511,0.0002606331,0.0006714304,0.0002553939],"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":[0.0001722316,0.00006786406,0.01268533,0.0007817355,0.00007938102,0.001934975,0.0005636534,0.0002984669,0.01998601,0.08626338,0.3533313,0.5238357],"study_design_scores_gemma":[0.000009819303,0.00007286729,0.007542249,0.0004413414,0.00001781606,0.004778797,0.0004663671,0.0001444287,0.001525954,0.02404088,0.9609416,0.00001784639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01476417,0.5620444,0.0141152,0.3021753,0.02078982,0.00006947831,0.0004255681,0.0005340017,0.08508199],"genre_scores_gemma":[0.1348098,0.6763656,0.02550393,0.06510142,0.03201035,0.0000649595,0.000493435,0.0002518196,0.06539876],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004931904,"threshold_uncertainty_score":0.01649886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759466540991732,"score_gpt":0.3139325765838331,"score_spread":0.2963379111739157,"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."}}