{"id":"W2071474249","doi":"10.1016/j.ijrobp.2009.04.072","title":"In Response to Dr. Shiau","year":2009,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Hazard ratio; Lymphovascular invasion; Confidence interval; Radiation therapy; Breast cancer; Oncology; Internal medicine; Proportional hazards model; Cancer; Metastasis","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":[],"consensus_categories":[],"category_scores_codex":[0.0006811036,0.0001411802,0.0004448259,0.0002434198,0.00002766991,0.00001638436,0.0002625133,0.000223362,0.0000926299],"category_scores_gemma":[0.002811581,0.0001179449,0.0001534637,0.0002372304,0.00006507722,0.0001567579,0.00003058165,0.0003963829,0.00009136785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004255007,"about_ca_system_score_gemma":0.0004066256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005749584,"about_ca_topic_score_gemma":0.000002265394,"domain_scores_codex":[0.9984943,0.0002038147,0.000679074,0.00017182,0.0002322322,0.0002187199],"domain_scores_gemma":[0.9981329,0.0007478663,0.0003594595,0.000115493,0.0004518177,0.0001924228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01814176,0.004908056,0.5072371,0.00001276924,0.000398152,0.001752151,0.00195487,0.001629711,0.04896151,0.0976088,0.04343771,0.2739574],"study_design_scores_gemma":[0.01495843,0.01114334,0.5422382,0.0001904573,0.0001042864,0.0007439199,0.0002114372,0.00103123,0.003830744,0.1046207,0.320502,0.0004252587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9075171,0.0003232473,0.008165247,0.08103384,0.001220292,0.0002205446,0.00001644247,0.00002470178,0.001478604],"genre_scores_gemma":[0.9800969,0.0002371482,0.002690898,0.01596816,0.0008835121,0.000004345219,0.00001488426,0.00001047557,0.00009369031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2770643,"threshold_uncertainty_score":0.4809653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02512519506402112,"score_gpt":0.3689813006686635,"score_spread":0.3438561056046424,"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."}}