{"id":"W3162354151","doi":"10.3390/curroncol28030165","title":"Predictors of Urgent Cancer Care Clinic and Emergency Department Visits for Individuals Diagnosed with Cancer","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Triage; Cancer; Logistic regression; Emergency medicine; Family medicine; Socioeconomic status; Cohort; Retrospective cohort study; Internal medicine; Population; Environmental health; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003789109,0.0001114817,0.000188272,0.0005855388,0.0005130451,0.0005086761,0.0003306318,0.0003550053,0.003202715],"category_scores_gemma":[0.004138336,0.0001699458,0.0003115408,0.0007272772,0.0001689143,0.0002547185,0.0005336153,0.001113159,0.0001531863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000564527,"about_ca_system_score_gemma":0.0008901113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03423261,"about_ca_topic_score_gemma":0.07265101,"domain_scores_codex":[0.9996071,0.00009856019,0.00004663657,0.0000469777,0.00007978565,0.0001209548],"domain_scores_gemma":[0.9961021,0.0009158882,0.001662646,0.0001073563,0.0004008472,0.0008110831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003978471,0.00003212491,0.9984256,0.000009413692,0.00001247635,0.00005916242,0.00005930873,0.00002613281,0.00003092305,0.00001310926,0.0003479109,0.0009441302],"study_design_scores_gemma":[0.000003717871,0.00003010108,0.9989478,0.00001322565,0.000007705657,0.0001689077,0.0003832854,0.0001690287,0.00001649392,0.00001579443,0.0002410992,0.000002817482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974503,0.0004885051,0.00006254605,0.0004638341,0.00001790507,0.00001220526,0.0005119508,0.000007108601,0.0009854281],"genre_scores_gemma":[0.9990907,0.0001490378,0.00008845907,0.00008064028,0.00001987365,0.000006693834,0.0003745602,0.00000300114,0.0001870075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03423261,"threshold_uncertainty_score":0.06806672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08182313471058418,"score_gpt":0.4398894367744559,"score_spread":0.3580663020638717,"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."}}