{"id":"W1966776070","doi":"10.1371/journal.pone.0006483","title":"Development and Validation of a Bedside Score to Predict Early Death in Cancer of Unknown Primary Patients","year":2009,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Cohort; Internal medicine; Logistic regression; Mortality rate; Cohort study; Multivariate analysis","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":[0.00003947031,0.00006380871,0.0002300307,0.00008662554,0.000008074529,0.00000208685,0.0000193298,0.00002369606,0.00001297639],"category_scores_gemma":[0.00001666213,0.00005500321,0.00001304655,0.0001018565,0.000007596818,0.00003044097,0.00001353035,0.00002930931,8.085002e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622756,"about_ca_system_score_gemma":0.00009152282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000218081,"about_ca_topic_score_gemma":0.0001051968,"domain_scores_codex":[0.9993451,0.000006411512,0.0002110099,0.0001189891,0.0002342809,0.0000841639],"domain_scores_gemma":[0.9997051,0.00001305574,0.00005919437,0.00008453186,0.00008062941,0.00005744115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001559355,0.00317583,0.9787029,0.0001482769,0.00009386967,0.000001988834,0.00116211,0.000002388591,0.002860871,0.00001409162,0.00001796795,0.01366377],"study_design_scores_gemma":[0.001340075,0.0005905514,0.8200284,0.001177719,0.00009037098,8.450225e-8,0.000004646311,0.000001846849,0.1766988,0.000009544538,0.00002223731,0.00003573445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986663,0.0002880018,0.000001427668,0.000218614,0.000007649503,0.0005226033,0.00001201099,0.000005730372,0.0002777008],"genre_scores_gemma":[0.9970039,0.0001552799,0.002566165,0.0001249472,0.00001330643,0.00006727625,0.00002562534,0.000005120663,0.00003837033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1738379,"threshold_uncertainty_score":0.2242966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05183219550616951,"score_gpt":0.2630096756923657,"score_spread":0.2111774801861961,"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."}}