{"id":"W2148422235","doi":"10.1200/jco.2003.99.217","title":"Staging Reclassification Affects Breast Cancer Survival","year":2003,"lang":"en","type":"letter","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Oncology; Cancer; Internal medicine","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":[0.001190154,0.0002576971,0.0005677355,0.0004038479,0.0003624821,0.0006109279,0.0003728527,0.002190929,0.003912247],"category_scores_gemma":[0.009572745,0.0001647905,0.0004226652,0.0007038715,0.000347298,0.0004572453,0.000179073,0.001380825,0.0008376832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006106654,"about_ca_system_score_gemma":0.000514114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004155393,"about_ca_topic_score_gemma":0.01038532,"domain_scores_codex":[0.9995199,0.0001948627,0.00004405924,0.00006096601,0.00008936477,0.00009076721],"domain_scores_gemma":[0.9949391,0.00306815,0.0007104574,0.0002821087,0.0004974462,0.0005027854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002619745,0.0001604921,0.8429277,0.00007469263,0.0001241745,0.002881295,0.0002514693,0.000486324,0.001958665,0.0004957421,0.05268113,0.09533852],"study_design_scores_gemma":[0.0002474522,0.0005370351,0.9685001,0.0001427051,0.0002505762,0.008723048,0.0003427076,0.002080808,0.0005752196,0.003644492,0.01491702,0.00003894954],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.8409812,0.009068159,0.0004833876,0.1277884,0.002171814,0.00003334273,0.001011413,0.00009419205,0.01836808],"genre_scores_gemma":[0.9757826,0.002973756,0.0003930722,0.01416908,0.002565053,0.00002098079,0.0004024936,0.00002389329,0.003669159],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.004155393,"threshold_uncertainty_score":0.01308775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340270696985099,"score_gpt":0.4514452483157809,"score_spread":0.317418178617271,"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."}}