{"id":"W2804127993","doi":"10.1200/edbk_200981","title":"Incorporating Biology Into Breast Cancer Staging: American Joint Committee on Cancer, Eighth Edition, Revisions and Beyond","year":2018,"lang":"en","type":"review","venue":"American Society of Clinical Oncology Educational Book","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Breast cancer; Cancer; Joint (building); Medicine; Library science; Medical physics; Internal medicine; Engineering; Computer science","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":[0.002982276,0.001091991,0.001181412,0.00358135,0.0004380199,0.001300525,0.001436088,0.001281447,0.00401898],"category_scores_gemma":[0.005249454,0.0004443834,0.0006901346,0.004769209,0.001389179,0.001566682,0.0009377144,0.004802188,0.006398835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001758147,"about_ca_system_score_gemma":0.006879134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01184837,"about_ca_topic_score_gemma":0.01826634,"domain_scores_codex":[0.9985911,0.0002948328,0.0002766702,0.0001028519,0.0006373729,0.00009718354],"domain_scores_gemma":[0.9953614,0.000613393,0.0004057235,0.000170828,0.003163929,0.0002847609],"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":[0.00003399891,0.0000247568,0.0004215225,0.001748542,0.00002227403,0.00006658568,0.00004468203,0.0001875172,0.000368741,0.002191395,0.6509995,0.3438904],"study_design_scores_gemma":[0.00001079809,0.00001835471,0.0009926013,0.001152912,0.00001816967,0.0004736197,0.00002943131,0.00005184979,0.0000818183,0.001053589,0.9961026,0.00001434685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003052684,0.9208595,0.002733664,0.01971826,0.04072631,0.0001721494,0.0006934475,0.0002078496,0.01458356],"genre_scores_gemma":[0.00239375,0.9393656,0.005749615,0.01305958,0.0115698,0.0002474431,0.002331784,0.0000981239,0.02518433],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01184837,"threshold_uncertainty_score":0.0235588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07649113368365164,"score_gpt":0.4752532346450592,"score_spread":0.3987621009614076,"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."}}