{"id":"W1829204015","doi":"10.1002/jso.23839","title":"The accuracy of three predictive models in the evaluation of recurrence rates for gastrointestinal stromal tumors","year":2014,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Western Hospital; Princess Margaret Cancer Centre; University of Toronto","funders":"National Institutes of Health","keywords":"Medicine; Stromal cell; Radiology; Predictive value of tests; Oncology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005819782,0.00009918895,0.0004356564,0.00009649352,0.00004824695,0.000006987563,0.0002192026,0.00002618618,0.00001434942],"category_scores_gemma":[0.00340049,0.00004656994,0.0001785565,0.0001512193,0.0002882118,0.0000846511,0.00002950827,0.0003622914,5.052854e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001532246,"about_ca_system_score_gemma":0.0007632453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001790255,"about_ca_topic_score_gemma":0.00003065307,"domain_scores_codex":[0.997578,0.0005759993,0.0007247251,0.0001014043,0.0007695925,0.0002502942],"domain_scores_gemma":[0.9917591,0.005871868,0.0007365969,0.0001445364,0.001384988,0.0001029351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.08389085,0.009989936,0.3966856,0.0004847838,0.0006430972,0.001610581,0.001398256,0.02042245,0.004295866,0.02371939,0.001842447,0.4550167],"study_design_scores_gemma":[0.02889292,0.1190359,0.4994141,0.002515287,0.0007521891,0.02699269,0.00219612,0.2557636,0.001420057,0.06146257,0.001398929,0.0001555849],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902128,0.0002922967,0.003340986,0.003938906,0.00004908825,0.0007332324,0.000008636306,0.000001774459,0.001422288],"genre_scores_gemma":[0.9969583,0.0000565036,0.002808213,0.00001194634,0.0001203164,0.00003230022,0.00000269977,0.000005293901,0.000004449314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4548612,"threshold_uncertainty_score":0.407095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1136235931441757,"score_gpt":0.4245269666477634,"score_spread":0.3109033735035877,"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."}}