{"id":"W2137495773","doi":"10.3747/co.v15i6.242","title":"Residual Cancer Burden in Locally Advanced Breast Cancer: A Superior Tool","year":2008,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cancer; Breast cancer; Residual; Oncology; Medical physics; Bioinformatics; Internal medicine; Computer science; Biology; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006782955,0.000254549,0.0003596394,0.00006658227,0.0001131304,0.000005373683,0.0002071392,0.0001613878,0.000124974],"category_scores_gemma":[0.000028712,0.0002388267,0.00007907567,0.0001509761,0.000249082,0.000007653734,0.0001820763,0.0001739294,0.00001587972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000337877,"about_ca_system_score_gemma":0.0007168213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006434665,"about_ca_topic_score_gemma":0.002680453,"domain_scores_codex":[0.9984735,0.00008401368,0.0002946436,0.0005420787,0.0001392932,0.0004664554],"domain_scores_gemma":[0.9994075,0.00002139427,0.00008960901,0.0002683461,0.0001325293,0.00008061512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00186331,0.000646211,0.5193941,0.00006863263,0.0002146913,0.0001037063,0.001103625,0.0005850996,0.02222507,0.00003436932,0.01175165,0.4420095],"study_design_scores_gemma":[0.00774004,0.0004427511,0.6316175,0.0001524413,0.00007619819,0.0003185548,0.000312424,0.00003673097,0.005329728,0.00002687897,0.3532885,0.0006582016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769825,0.01860214,0.00002293637,0.002513689,0.0009997291,0.0003141137,0.0002592026,0.00002404399,0.0002816947],"genre_scores_gemma":[0.979381,0.01811705,0.00013345,0.0002086251,0.001085499,0.0007750908,0.00008168566,0.00003156579,0.0001860588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4413513,"threshold_uncertainty_score":0.9739071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03652742260062954,"score_gpt":0.3566107393482874,"score_spread":0.3200833167476579,"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."}}