{"id":"W1955206614","doi":"","title":"Cox models survival analysis based on breast cancer treatments.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Proportional hazards model; Breast cancer; Hazard ratio; Stage (stratigraphy); Internal medicine; Cancer; Radiation therapy; Survival analysis; Chemotherapy; Surgery; Gastroenterology; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001146327,0.0001993168,0.0002405322,0.00007953677,0.00008256881,0.00001765594,0.0001183061,0.00007385507,0.00002186942],"category_scores_gemma":[0.00001225008,0.0001637068,0.0001877823,0.0002166052,0.00005216564,0.000003075673,0.00003898702,0.00003537657,0.000004480604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007165209,"about_ca_system_score_gemma":0.00002236933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004068462,"about_ca_topic_score_gemma":0.0003625372,"domain_scores_codex":[0.9988672,0.00007189826,0.0001243948,0.0004278172,0.0001720939,0.0003365904],"domain_scores_gemma":[0.9993444,0.00002112036,0.00006155251,0.0004051041,0.00005956196,0.000108236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001730525,0.001253342,0.5083436,0.0000290581,0.01041568,0.000006614885,0.00006085195,0.09192262,0.0004229304,0.0003884504,0.002556783,0.3828695],"study_design_scores_gemma":[0.001615054,0.00003747061,0.9900483,0.000002699701,0.0009416456,0.000001101219,0.000007881151,0.00360631,0.00184218,0.00005227646,0.00161289,0.0002321312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511864,0.0009110669,0.009254077,0.005526204,0.0008095201,0.001336343,0.001544045,0.0001401772,0.02929221],"genre_scores_gemma":[0.9966125,0.00006657205,0.00007033746,0.0005369533,0.0002155186,0.001756321,0.0001775522,0.00002151895,0.0005427502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4817047,"threshold_uncertainty_score":0.667577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551507968124539,"score_gpt":0.2322309534408368,"score_spread":0.2167158737595914,"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."}}