{"id":"W4200408684","doi":"10.1002/cam4.4479","title":"The impact of symptom screening on survival among patients with cancer across varying levels of pre‐diagnosis psychiatric care","year":2021,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Cancer survivorship and care","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Centre for Addiction and Mental Health; Institute for Clinical Evaluative Sciences; Public Health Ontario; University of Toronto","funders":"Canadian Cancer Society","keywords":"Medicine; Propensity score matching; Proportional hazards model; Hazard ratio; Cohort; Retrospective cohort study; Cohort study; Emergency department; Psychiatry; Cancer; Population; Emergency medicine; Internal medicine; Confidence interval; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002070051,0.0002949811,0.0007458167,0.00008668555,0.000171172,0.000010155,0.0001857808,0.0001054983,0.0004980021],"category_scores_gemma":[0.0001342893,0.0001679794,0.0002021282,0.0009385735,0.0003496562,0.00007220868,0.00005796093,0.0003261812,4.029805e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003222681,"about_ca_system_score_gemma":0.0005992359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01923696,"about_ca_topic_score_gemma":0.008939615,"domain_scores_codex":[0.9976796,0.00008731181,0.0005011614,0.0004075674,0.0008779926,0.0004463665],"domain_scores_gemma":[0.9973229,0.000320237,0.0003801639,0.0005995854,0.001164044,0.0002130683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001061246,0.00007691187,0.9360164,0.0003802512,0.0004685679,0.00000856214,0.006841695,0.0005801289,0.0001094064,0.000007511534,0.0006028347,0.05384649],"study_design_scores_gemma":[0.004697107,0.001167162,0.9843857,0.002863233,0.0003614101,0.000001525212,0.003317924,0.00002929867,0.002573513,0.000004403245,0.0004219374,0.0001767579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786718,0.0176925,0.00005943365,0.0005634425,0.001059233,0.0004705295,0.000530026,0.00002516563,0.0009278401],"genre_scores_gemma":[0.9971313,0.001645773,0.00001888032,0.0001599947,0.0005850742,0.0001664186,0.00006027228,0.00005291865,0.0001792942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05366973,"threshold_uncertainty_score":0.987294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253854092549653,"score_gpt":0.3483067329935873,"score_spread":0.322921323738622,"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."}}