{"id":"W2789479293","doi":"10.1158/1538-7445.sabcs17-p1-06-04","title":"Abstract P1-06-04: Simplified histological grading of breast carcinoma – potential for improved concordance and consistency in breast cancer grading?","year":2018,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Grading (engineering); Concordance; Cohort; Breast cancer; Internal medicine; Oncology; Nottingham Prognostic Index; Gynecology; Pathology; Cancer","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":[0.02746268,0.0003588469,0.001124821,0.001576223,0.0002135994,0.001699107,0.001313288,0.0004480178,0.003106853],"category_scores_gemma":[0.05085107,0.0002901833,0.0009139111,0.001775851,0.0006002712,0.000769484,0.00135112,0.0008373389,0.000837336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000508127,"about_ca_system_score_gemma":0.0003993389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008478048,"about_ca_topic_score_gemma":0.001047594,"domain_scores_codex":[0.976127,0.01645365,0.002222174,0.0007523731,0.004119789,0.0003249337],"domain_scores_gemma":[0.9593343,0.01318888,0.01044531,0.009004601,0.007100983,0.0009259285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01427818,0.0004997393,0.7322476,0.0009229656,0.002309725,0.0002175134,0.0003098363,0.005801826,0.01376849,0.0008351526,0.006540513,0.2222685],"study_design_scores_gemma":[0.0005598768,0.004568359,0.9587874,0.0001811688,0.0006776859,0.001311433,0.0001984746,0.01928725,0.007354668,0.00132321,0.00567808,0.00007233441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697464,0.001649161,0.02017381,0.0006253409,0.000272581,0.0004789414,0.002054298,0.0001326239,0.004866931],"genre_scores_gemma":[0.9842281,0.0002371592,0.01192576,0.000177993,0.0001681823,0.0001826751,0.002235746,0.00006057115,0.0007838094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02746268,"threshold_uncertainty_score":0.1452382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04064832601378644,"score_gpt":0.3585408360415067,"score_spread":0.3178925100277202,"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."}}