{"id":"W4252604800","doi":"10.1002/9780471420194.tnmm21","title":"Breast","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; BC Cancer Agency; University of Calgary","funders":"","keywords":"Breast cancer; Medicine; Pathological; Risk stratification; Disease; Oncology; Randomized controlled trial; Internal medicine; Clinical trial; Intensive care medicine; Gynecology; 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":[0.0000129461,0.0002110484,0.0001914249,0.00003136815,0.00004367472,0.000009254145,0.0002123999,0.0002114751,0.001322388],"category_scores_gemma":[0.00001117049,0.0001829082,0.00007728671,0.00001137619,0.00008844844,3.563967e-7,0.0001428447,0.00005787747,0.000111605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009957605,"about_ca_system_score_gemma":0.00005015659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002031737,"about_ca_topic_score_gemma":0.001458906,"domain_scores_codex":[0.9994028,0.000009457476,0.00005953071,0.0002979818,0.00007213495,0.0001581611],"domain_scores_gemma":[0.9991964,0.000001903385,0.0001211914,0.0006186646,0.00001986394,0.00004199693],"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":[0.00001708083,0.00007153118,0.0002034323,0.00001601296,0.0002120647,0.000006588435,0.000002309808,4.399509e-8,0.0001486729,0.000003640921,0.9815064,0.0178122],"study_design_scores_gemma":[0.0003464736,0.00002262586,0.001902634,0.00009696391,0.00004501269,0.00005465183,0.000003094467,2.192182e-7,0.00009038768,0.000004512546,0.9972475,0.0001859732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001328992,0.006994432,0.00003211326,0.0005380941,0.00057161,0.0002066286,0.02772919,0.00009818569,0.9636968],"genre_scores_gemma":[0.0009589053,0.001160192,0.0006406206,0.0001272498,0.002897648,0.00002194591,0.007843697,0.0002949491,0.9860548],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02235795,"threshold_uncertainty_score":0.9995905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103833590129567,"score_gpt":0.2838957232382849,"score_spread":0.2735123642253282,"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."}}