{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003393698,0.000114556,0.0004450035,0.00003932318,0.00006326282,0.000008598568,0.00004130265,0.00006922165,0.0001982568],"category_scores_gemma":[0.0008193023,0.0001000841,0.00005501039,0.0002104337,0.00008682936,0.0003401345,0.00005589383,0.0001352568,6.827003e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002989955,"about_ca_system_score_gemma":0.0007670507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001832495,"about_ca_topic_score_gemma":0.0001049374,"domain_scores_codex":[0.998813,0.0001671371,0.0004455383,0.0002371105,0.0001996183,0.0001375344],"domain_scores_gemma":[0.9978375,0.001034597,0.0006096959,0.000129517,0.0002903502,0.00009833353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001993457,0.001047581,0.8185163,0.002035293,0.00194177,0.0001086883,0.02302131,0.0001004643,0.01482623,0.001871811,0.01393919,0.1205979],"study_design_scores_gemma":[0.0846491,0.01129932,0.1695035,0.001150181,0.02240959,0.00008083614,0.04269015,0.006286972,0.4652663,0.0003798618,0.1952736,0.001010667],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280866,0.00371457,0.001600228,0.06366373,0.0001747276,0.001462988,0.0003434824,0.00004409239,0.0009095543],"genre_scores_gemma":[0.9786842,0.00332838,0.01461471,0.002665325,0.0001268982,0.0005139407,0.00004311208,0.00001815484,0.000005222593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6490129,"threshold_uncertainty_score":0.4081309,"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."}}