{"id":"W2548072924","doi":"10.1016/j.chest.2016.10.025","title":"Development of a Risk Prediction Score for Occult Cancer in Patients With VTE","year":2016,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Occult; Internal medicine; Cancer; Cohort; Lung cancer; Pathology","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":[0.0001893896,0.0000717303,0.0001955948,0.0000877351,0.00005255732,0.000005699073,0.00004012116,0.00002816871,0.00006541378],"category_scores_gemma":[0.00004502444,0.00003855976,0.0000320158,0.00006130202,0.00002101177,0.0000649155,0.00001265675,0.00006486586,0.000001763814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001662339,"about_ca_system_score_gemma":0.0001343898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007329199,"about_ca_topic_score_gemma":0.00006619568,"domain_scores_codex":[0.9993064,0.000008168004,0.0002559055,0.00009422789,0.0001886195,0.0001466321],"domain_scores_gemma":[0.9995184,0.0000185698,0.0001760583,0.00006954422,0.0001452146,0.00007219918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002759736,0.0004556794,0.8884623,0.00009563111,0.0001250942,0.000001648152,0.0009863456,0.000008670237,0.0002156826,0.00001380274,0.0009630124,0.1083962],"study_design_scores_gemma":[0.004702955,0.0002515425,0.985451,0.000907235,0.00009240901,0.000001399442,0.00007487569,0.00000438823,0.001328354,0.00002558693,0.007108962,0.00005132276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969651,0.00006007004,0.002228925,0.0001746677,0.000136648,0.000325524,0.00002495547,0.000005848321,0.000078244],"genre_scores_gemma":[0.9948256,0.0002212937,0.004708615,0.00004193124,0.00010486,0.00004418565,0.000003733953,0.00001133665,0.0000384462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1083448,"threshold_uncertainty_score":0.1572421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708684962042638,"score_gpt":0.2549573404433232,"score_spread":0.2378704908228968,"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."}}