{"id":"W4366463423","doi":"10.1002/cam4.5882","title":"Influence of a patient navigation program on timeliness of care in patients with esophageal cancer","year":2023,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Northeast Cancer Centre; Queen's University","funders":"","keywords":"Medicine; Biopsy; Esophageal cancer; Referral; Cohort; Retrospective cohort study; Cancer; Surgery; General surgery; Radiology; Internal medicine; Nursing","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":[0.00009479093,0.0001463941,0.0004408529,0.0001873153,0.00001995277,0.000001326762,0.00008448395,0.00006118735,0.00004436573],"category_scores_gemma":[0.00007153605,0.0001008324,0.00002958789,0.001104875,0.0001668017,0.00006609556,0.0000225061,0.0001561963,0.000002271105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002113224,"about_ca_system_score_gemma":0.0002370819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001852758,"about_ca_topic_score_gemma":0.0002026153,"domain_scores_codex":[0.9983873,0.00002158548,0.0004116245,0.0002411946,0.0007133489,0.0002248973],"domain_scores_gemma":[0.9987887,0.00003289792,0.0002198532,0.0002197202,0.0006452086,0.00009359234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002339029,0.0001174919,0.867789,0.0007437362,0.00004011398,0.00003096735,0.003205099,0.0132383,0.0002308772,0.00001719995,0.0003030579,0.1119451],"study_design_scores_gemma":[0.00409287,0.005255017,0.9775534,0.008678321,0.00008499264,7.506089e-7,0.0007916269,0.0001693263,0.002926058,0.000007717523,0.0003401119,0.00009984898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972137,0.001234103,8.613526e-7,0.0003494272,0.00009978037,0.0008550588,0.00003764352,0.00004180841,0.0001676744],"genre_scores_gemma":[0.9990652,0.0001214328,0.00005274434,0.0002833773,0.00008813439,0.0002401884,0.0001110971,0.00001661257,0.00002126768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1118453,"threshold_uncertainty_score":0.4111826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224434431102854,"score_gpt":0.3553439216995969,"score_spread":0.3330995773885683,"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."}}