{"id":"W4234959094","doi":"10.1002/cncr.22710","title":"Author reply","year":2007,"lang":"en","type":"article","venue":"Cancer","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Internal medicine; Metastasis; Oncology; Lactate dehydrogenase; Multivariate analysis; Univariate analysis; Chemotherapy; Adverse effect; Cancer","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007445539,0.00005093834,0.00009558514,0.00002661935,0.00002213069,0.000003961863,0.00001642391,0.00002133143,0.001046517],"category_scores_gemma":[0.00001118203,0.00003900826,0.00004616424,0.00007732031,0.00001720755,0.00001433354,0.0000069216,0.00004357259,0.00006222145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962102,"about_ca_system_score_gemma":0.00006119984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002902473,"about_ca_topic_score_gemma":0.0001326854,"domain_scores_codex":[0.9995627,0.000001802079,0.00008658422,0.0001212763,0.00009276688,0.000134833],"domain_scores_gemma":[0.9996821,0.0000172665,0.00002039904,0.0001492765,0.00003373589,0.00009727514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002370454,0.0002232385,0.3343561,0.00004989617,0.0001524365,0.000245247,0.0003497614,0.000002464079,0.001401218,0.0009777815,0.2884442,0.3735605],"study_design_scores_gemma":[0.0006273896,0.00007411823,0.3272299,0.0000540644,0.00005724281,0.000009854798,0.00002438672,0.000002639819,0.01211746,0.00003141342,0.659729,0.00004246142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264702,0.009209611,0.0001793767,0.0216284,0.0009887391,0.000348818,0.00001119938,0.0001014187,0.04106228],"genre_scores_gemma":[0.9825526,0.0001765392,0.0002404568,0.004500916,0.0004830195,0.00004713709,0.00000368133,0.00001083985,0.0119848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3735181,"threshold_uncertainty_score":0.9998667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03997354210521982,"score_gpt":0.3833051885033247,"score_spread":0.3433316463981049,"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."}}