{"id":"W2800380359","doi":"10.1634/theoncologist.2018-0153","title":"Can We Hang Our Hats on One Percent?","year":2018,"lang":"en","type":"letter","venue":"The Oncologist","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Hang; Breast cancer; Oncology; Chemotherapy; Residual; Neoadjuvant therapy; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001219894,0.0003843711,0.0003478288,0.00003347153,0.0002674698,0.00003668641,0.0005373016,0.0006433069,0.00003824117],"category_scores_gemma":[0.00005235101,0.0002555303,0.000169831,0.00005410202,0.0003213889,8.659784e-7,0.0002876959,0.0005216982,0.0002238815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123421,"about_ca_system_score_gemma":0.0001428796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000360244,"about_ca_topic_score_gemma":0.0007377816,"domain_scores_codex":[0.9984123,0.000155129,0.0001797154,0.0005600532,0.0002316566,0.0004611547],"domain_scores_gemma":[0.9988434,0.00003250364,0.0001713789,0.0008357388,0.00008000847,0.00003695428],"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":[0.00008980318,0.000070642,0.0001049391,0.00002454183,0.0003240304,0.00004498911,0.00007818876,0.000001177404,0.000506798,0.000005408937,0.9965339,0.002215567],"study_design_scores_gemma":[0.0004938581,0.0006726748,0.001210857,0.00007660162,0.0001763807,0.0000226303,0.0001272721,3.759877e-7,0.00237802,0.0001277534,0.9943939,0.000319678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003505667,0.000948684,0.000005856106,0.9860514,0.0009999761,0.000359613,0.0002565956,0.00003751238,0.007834667],"genre_scores_gemma":[0.1363029,0.001728472,0.0001700196,0.8091584,0.02602109,0.0002904455,0.001291128,0.0001237511,0.02491374],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.176893,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04305294382414494,"score_gpt":0.3000418980827577,"score_spread":0.2569889542586128,"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."}}