{"id":"W3041448694","doi":"10.1200/jop.19.00807","title":"Improving Timeliness of Lung Cancer Diagnosis and Staging Investigations Through Implementation of Standardized Triage Pathways","year":2020,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Triage; Medicine; Referral; Magnetic resonance imaging; Radiology; Lung cancer; Positron emission tomography; Retrospective cohort study; Nuclear medicine; Emergency medicine; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007479165,0.0003813932,0.0002645305,0.002008248,0.0006858279,0.001220966,0.001000218,0.0003344029,0.0009557639],"category_scores_gemma":[0.03394732,0.0002174606,0.0003477202,0.002074858,0.0006892225,0.000851904,0.001628197,0.0006142111,0.0001352169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006341253,"about_ca_system_score_gemma":0.02291714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08594688,"about_ca_topic_score_gemma":0.1164476,"domain_scores_codex":[0.9908798,0.002898441,0.001691149,0.0008139742,0.002908567,0.0008081314],"domain_scores_gemma":[0.9660795,0.005207091,0.01674041,0.001768524,0.007708429,0.00249616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001652037,0.0003428341,0.8866948,0.0003340168,0.00005874918,0.0001430412,0.001525551,0.001843898,0.001229376,0.0001750645,0.002678198,0.1048092],"study_design_scores_gemma":[0.00005980072,0.0005981197,0.9883406,0.0002028453,0.00003812631,0.0002565698,0.001241125,0.003681954,0.001065875,0.0001574002,0.004334282,0.00002326437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858587,0.001156448,0.006183122,0.002811253,0.00008400052,0.0008509565,0.0006119958,0.0003569622,0.002086531],"genre_scores_gemma":[0.9902953,0.0005425239,0.00753821,0.0002963518,0.000058535,0.0002833216,0.0006914126,0.00001424586,0.0002800288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08594688,"threshold_uncertainty_score":0.1708933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06156666277852963,"score_gpt":0.4283493249604934,"score_spread":0.3667826621819638,"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."}}