{"id":"W4253950755","doi":"10.1002/9780471420194.tnmc29.pub3","title":"Breast Tumours","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Breast cancer; Breast tumours; Physical examination; Breast tissue; Radiology; Oncology; Pathology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001655125,0.0002472161,0.0002242117,0.00003854646,0.00005136752,0.00001129651,0.0002473774,0.00021435,0.001067993],"category_scores_gemma":[0.00001345325,0.0002164091,0.00009101034,0.00001411805,0.0001075218,4.774836e-7,0.0001524144,0.00007150216,0.0001056928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001310369,"about_ca_system_score_gemma":0.00006407827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002440532,"about_ca_topic_score_gemma":0.001580417,"domain_scores_codex":[0.9993005,0.00001205755,0.00006993672,0.0003397859,0.00008658884,0.0001911332],"domain_scores_gemma":[0.9991382,0.000002350132,0.0001470139,0.0006357547,0.00002393686,0.0000527279],"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":[0.0000212155,0.00008513835,0.0005358206,0.00001711377,0.0001775926,0.00001004924,0.000003033485,8.179111e-8,0.000148411,0.000003948155,0.9886714,0.0103262],"study_design_scores_gemma":[0.0004059722,0.00002890801,0.004850618,0.0001226973,0.0000614534,0.00007852985,0.000005516325,2.730833e-7,0.0001305282,0.000005308907,0.9940818,0.0002283821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004145101,0.009296962,0.00003513847,0.0009325608,0.0008317275,0.0003051068,0.03496592,0.0001418521,0.9530762],"genre_scores_gemma":[0.002893289,0.001143419,0.0006414481,0.0001443585,0.003230527,0.00002694936,0.008551925,0.000361701,0.9830064],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02993016,"threshold_uncertainty_score":0.9998451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025547158708924,"score_gpt":0.2811610460970376,"score_spread":0.2709055745099483,"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."}}