{"id":"W2199263230","doi":"10.1378/chest.2223024","title":"Radiologist Initiated Referral for Patients Suspected of Having a Thoracic Malignancy","year":2015,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Referral; Specialty; Radiology; Malignancy; Confidence interval; Observational study; Nuclear medicine; Internal medicine; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003879193,0.000283967,0.0004606177,0.001609205,0.001443719,0.00115448,0.0005287282,0.001980693,0.01340055],"category_scores_gemma":[0.003295082,0.0002875274,0.0006717565,0.0006428959,0.0003232374,0.0004592407,0.0004308968,0.001838459,0.001610392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075386,"about_ca_system_score_gemma":0.002577586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00318523,"about_ca_topic_score_gemma":0.01070805,"domain_scores_codex":[0.9994758,0.0001301495,0.00008991853,0.00007550599,0.00008898087,0.0001395898],"domain_scores_gemma":[0.9983399,0.0004851306,0.0002920509,0.00006125141,0.0003529586,0.0004687179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001034709,0.0007999002,0.8145168,0.0008010758,0.0001462734,0.09961186,0.0007420458,0.0003280581,0.008791883,0.0005921986,0.02935497,0.04328022],"study_design_scores_gemma":[0.0004872749,0.002406163,0.6350499,0.002116469,0.0006326623,0.252991,0.003634388,0.002175575,0.00753378,0.00121822,0.0916072,0.0001473674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8254525,0.01588269,0.002458301,0.02520205,0.002953031,0.0009240837,0.002146177,0.0005669635,0.1244141],"genre_scores_gemma":[0.9721266,0.003715613,0.004693498,0.008870288,0.001629293,0.0001031149,0.001184822,0.00007541635,0.007601321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01340055,"threshold_uncertainty_score":0.04482931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1224080051728337,"score_gpt":0.3789870914648741,"score_spread":0.2565790862920404,"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."}}