{"id":"W2944809178","doi":"10.14740/jocmr3803","title":"The Effect of the New Eighth Edition Breast Cancer Staging System on 100 Consecutive Patients","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Stage (stratigraphy); Breast cancer; Cancer staging; Cancer; General surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002291191,0.0003381559,0.0003679889,0.000748941,0.0004604178,0.0006276228,0.0004152053,0.0004850906,0.0008827548],"category_scores_gemma":[0.00741969,0.0002798818,0.0005700464,0.0009691779,0.000397006,0.0007102401,0.0006820419,0.0006976842,0.0002182496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006283269,"about_ca_system_score_gemma":0.0003606287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003686518,"about_ca_topic_score_gemma":0.006408872,"domain_scores_codex":[0.9981481,0.0006895863,0.0002384975,0.0003975754,0.0003430533,0.0001833018],"domain_scores_gemma":[0.9954601,0.001726598,0.001537878,0.000387653,0.0004981892,0.0003896209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000697541,0.00005395592,0.9967341,0.000008301021,0.00003703243,0.00005458012,0.00005700337,0.00009629669,0.00007009844,0.0000102304,0.0001627358,0.002018051],"study_design_scores_gemma":[0.00004688754,0.0007702477,0.9975507,0.000009163571,0.00005946996,0.0002257375,0.0002135978,0.0006217315,0.0001074958,0.00002543757,0.0003598795,0.000009814758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990268,0.0001656394,0.00006101606,0.00003096378,0.00001664157,0.00002641218,0.0003317226,0.000003532496,0.000337213],"genre_scores_gemma":[0.998912,0.00007951626,0.00008810642,0.00002562911,0.00001796475,0.00003354808,0.0007502484,0.000002237822,0.00009072204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003686518,"threshold_uncertainty_score":0.01211709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03983042728102983,"score_gpt":0.453078419721188,"score_spread":0.4132479924401582,"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."}}